# -*- coding: utf-8 -*-

"""Misspellings module.

   Take a list of files, check them against a list of misspelled words.
"""

# For Python 2.5
from __future__ import with_statement
from collections import defaultdict

import os
import re
import sys
import string

_NORM_REGEX = re.compile('([a-z])([A-Z][a-z])')
_WORD_REGEX = re.compile('[\s_0-9\W]+', flags=re.UNICODE)


def normalize(word):
  """Return word with symbols stripped from its ends."""
  return word.strip(string.punctuation)


def split_words(line):
  """Return the list of words contained in a line."""
  # Normalize any camel cased words first
  line = _NORM_REGEX.sub(r'\1 \2', line)
  return [normalize(w) for w in _WORD_REGEX.split(line)]


def same_case(source, destination):
  """Return destination with same case as source."""
  if source and source[:1].isupper():
    return destination.capitalize()
  else:
    return destination


class Misspellings(object):
  """Detects misspelled words in files."""

  def __init__(self, files=None, misspelling_file=None):
    """Initialises an Misspellings instance.

    Args:
      files: List of files to check.  More can be added with add().
      misspelling_file: Filename with a list of misspelled words
                        and their alternatives.

    Raises:
      IOError: Raised if misspelling_file can't be found.
      ValueError: Raised if misspelling_file isn't correctly formatted.
    """
    if misspelling_file:
      self._misspelling_dict = defaultdict(list)
      with open(misspelling_file, 'r') as f:
        for line in f:
          bad_word, correction = line.strip().split(' ', 1)
          self._misspelling_dict[bad_word].append(correction)

    self._files = []
    if files:
      self.add(files)

  def add(self, files):
    """Adds files to check.

    Args:
      files: List of files to check.
    """
    if files.__class__.__name__ == 'str':
      self._files.append(files)
    else:
      self._files.extend(files)

  def check(self):
    """Checks the files for misspellings.

    Returns:
      (errors, results)
      errors: List of system errors, usually file access errors.
      results: List of spelling errors - each tuple is filename,
               line number and misspelled word.
    """
    errors = []
    results = []
    for fn in self._files:
      if not os.path.isdir(fn):
        try:
          with open(fn, 'r') as f:
            line_ct = 1
            for line in f:
              for word in split_words(line):
                if (word in self._misspelling_dict or
                    word.lower() in self._misspelling_dict):
                  results.append([fn, line_ct, word])
              line_ct += 1
        except UnicodeDecodeError:
          pass
        except IOError:
          errors.append('%s' % sys.exc_info()[1])
    return errors, results

  def suggestions(self, word):
    """Returns a list of suggestions for a misspelled word.

    Args:
      word: The word to check.

    Returns:
      List of zero or more suggested replacements for word.
    """
    suggestions = set(self._misspelling_dict.get(word, [])).union(
        set(self._misspelling_dict.get(word.lower(), [])))
    return sorted([same_case(source=word, destination=w)
                   for w in suggestions])

  def dump_misspelling_list(self):
    """Returns a list of misspelled words and corrections."""
    results = []
    for bad_word in sorted(self._misspelling_dict.keys()):
      for correction in self._misspelling_dict[bad_word]:
        results.append([bad_word, correction])
    return results

  _misspelling_dict = {
    'abandonned': ['abandoned'],
    'aberation': ['aberration'],
    'abilties': ['abilities'],
    'abilty': ['ability'],
    'abondon': ['abandon'],
    'abbout': ['about'],
    'abotu': ['about'],
    'abouta': ['about a'],
    'aboutit': ['about it'],
    'aboutthe': ['about the'],
    'abscence': ['absence'],
    'abondoned': ['abandoned'],
    'abondoning': ['abandoning'],
    'abondons': ['abandons'],
    'aborigene': ['aborigine'],
    'accesories': ['accessories'],
    'accidant': ['accident'],
    'abortificant': ['abortifacient'],
    'abreviate': ['abbreviate'],
    'abreviated': ['abbreviated'],
    'abreviation': ['abbreviation'],
    'abritrary': ['arbitrary'],
    'absail': ['abseil'],
    'absailing': ['abseiling'],
    'absense': ['absence'],
    'absolutly': ['absolutely'],
    'absorbsion': ['absorption'],
    'absorbtion': ['absorption'],
    'abudance': ['abundance'],
    'abundacies': ['abundances'],
    'abundancies': ['abundances'],
    'abundunt': ['abundant'],
    'abutts': ['abuts'],
    'acadamy': ['academy'],
    'acadmic': ['academic'],
    'accademic': ['academic'],
    'accademy': ['academy'],
    'acccused': ['accused'],
    'accelleration': ['acceleration'],
    'accension': ['accession', 'ascension'],
    'acceptence': ['acceptance'],
    'acceptible': ['acceptable'],
    'accessable': ['accessible'],
    'accidentaly': ['accidentally'],
    'accidently': ['accidentally'],
    'acclimitization': ['acclimatization'],
    'accomadate': ['accommodate'],
    'accomadated': ['accommodated'],
    'accomadates': ['accommodates'],
    'accomadating': ['accommodating'],
    'accomadation': ['accommodation'],
    'accomadations': ['accommodations'],
    'accomdate': ['accommodate'],
    'accomodate': ['accommodate'],
    'accomodated': ['accommodated'],
    'accomodates': ['accommodates'],
    'accomodating': ['accommodating'],
    'accomodation': ['accommodation'],
    'accomodations': ['accommodations'],
    'accompanyed': ['accompanied'],
    'accordeon': ['accordion'],
    'accordian': ['accordion'],
    'accoring': ['according'],
    'accoustic': ['acoustic'],
    'accquainted': ['acquainted'],
    'accrediation': ['accreditation'],
    'accredidation': ['accreditation'],
    'accross': ['across'],
    'accussed': ['accused'],
    'acedemic': ['academic'],
    'acheive': ['achieve'],
    'acheived': ['achieved'],
    'acheivement': ['achievement'],
    'acheivements': ['achievements'],
    'acheives': ['achieves'],
    'acheiving': ['achieving'],
    'acheivment': ['achievement'],
    'acheivments': ['achievements'],
    'achievment': ['achievement'],
    'achievments': ['achievements'],
    'achive': ['achieve', 'archive'],
    'achived': ['achieved', 'archived'],
    'achivement': ['achievement'],
    'achivements': ['achievements'],
    'acident': ['accident'],
    'acknowldeged': ['acknowledged'],
    'acknowledgeing': ['acknowledging'],
    'ackward': ['awkward', 'backward'],
    'acommodate': ['accommodate'],
    'acomplish': ['accomplish'],
    'acomplished': ['accomplished'],
    'acomplishment': ['accomplishment'],
    'acomplishments': ['accomplishments'],
    'acording': ['according'],
    'acordingly': ['accordingly'],
    'acquaintence': ['acquaintance'],
    'acquaintences': ['acquaintances'],
    'acquiantence': ['acquaintance'],
    'acquiantences': ['acquaintances'],
    'acquited': ['acquitted'],
    'activites': ['activities'],
    'activly': ['actively'],
    'actualy': ['actually'],
    'acuracy': ['accuracy'],
    'acused': ['accused'],
    'acustom': ['accustom'],
    'acustommed': ['accustomed'],
    'adavanced': ['advanced'],
    'adbandon': ['abandon'],
    'addional': ['additional'],
    'addionally': ['additionally'],
    'additinally': ['additionally'],
    'additionaly': ['additionally'],
    'additonal': ['additional'],
    'additonally': ['additionally'],
    'addmission': ['admission'],
    'addopt': ['adopt'],
    'addopted': ['adopted'],
    'addoptive': ['adoptive'],
    'addres': ['address', 'adders'],
    'addresable': ['addressable'],
    'addresed': ['addressed'],
    'addresing': ['addressing'],
    'addressess': ['addresses'],
    'addtion': ['addition'],
    'addtional': ['additional'],
    'adecuate': ['adequate'],
    'adequit': ['adequate'],
    'adhearing': ['adhering'],
    'adherance': ['adherence'],
    'admendment': ['amendment'],
    'admininistrative': ['administrative'],
    'adminstered': ['administered'],
    'adminstrate': ['administrate'],
    'adminstration': ['administration'],
    'adminstrative': ['administrative'],
    'adminstrator': ['administrator'],
    'admissability': ['admissibility'],
    'admissable': ['admissible'],
    'admited': ['admitted'],
    'admitedly': ['admittedly'],
    'adn': ['and'],
    'adolecent': ['adolescent'],
    'adquire': ['acquire'],
    'adquired': ['acquired'],
    'adquires': ['acquires'],
    'adquiring': ['acquiring'],
    'adres': ['address'],
    'adresable': ['addressable'],
    'adresing': ['addressing'],
    'adress': ['address'],
    'adressable': ['addressable'],
    'adressed': ['addressed'],
    'adressing': ['addressing', 'dressing'],
    'adventrous': ['adventurous'],
    'advertisment': ['advertisement'],
    'advertisments': ['advertisements'],
    'advesary': ['adversary'],
    'adviced': ['advised'],
    'aeriel': ['aerial'],
    'aeriels': ['aerials'],
    'afair': ['affair'],
    'afficianados': ['aficionados'],
    'afficionado': ['aficionado'],
    'afficionados': ['aficionados'],
    'affilate': ['affiliate'],
    'affilliate': ['affiliate'],
    'affort': ['afford', 'effort'],
    'aforememtioned': ['aforementioned'],
    'againnst': ['against'],
    'agains': ['against'],
    'agaisnt': ['against'],
    'aganist': ['against'],
    'aggaravates': ['aggravates'],
    'aggreed': ['agreed'],
    'aggreement': ['agreement'],
    'aggregious': ['egregious'],
    'aggresive': ['aggressive'],
    'agian': ['again'],
    'agianst': ['against'],
    'agin': ['again'],
    'agina': ['again', 'angina'],
    'aginst': ['against'],
    'agravate': ['aggravate'],
    'agre': ['agree'],
    'agred': ['agreed'],
    'agreeement': ['agreement'],
    'agreemnt': ['agreement'],
    'agregate': ['aggregate'],
    'agregates': ['aggregates'],
    'agreing': ['agreeing'],
    'agression': ['aggression'],
    'agressive': ['aggressive'],
    'agressively': ['aggressively'],
    'agressor': ['aggressor'],
    'agricultue': ['agriculture'],
    'agriculure': ['agriculture'],
    'agricuture': ['agriculture'],
    'agrieved': ['aggrieved'],
    'ahev': ['have'],
    'ahppen': ['happen'],
    'ahve': ['have'],
    'aicraft': ['aircraft'],
    'aiport': ['airport'],
    'airbourne': ['airborne'],
    'aircaft': ['aircraft'],
    'aircrafts': ['aircraft'],
    'airporta': ['airports'],
    'airrcraft': ['aircraft'],
    'aisian': ['asian'],
    'albiet': ['albeit'],
    'alchohol': ['alcohol'],
    'alchoholic': ['alcoholic'],
    'alchol': ['alcohol'],
    'alcholic': ['alcoholic'],
    'alcohal': ['alcohol'],
    'alcoholical': ['alcoholic'],
    'aledge': ['allege'],
    'aledged': ['alleged'],
    'aledges': ['alleges'],
    'alege': ['allege'],
    'aleged': ['alleged'],
    'alegience': ['allegiance'],
    'algebraical': ['algebraic'],
    'algorhitms': ['algorithms'],
    'algoritm': ['algorithm'],
    'algoritms': ['algorithms'],
    'alientating': ['alienating'],
    'alledge': ['allege'],
    'alledged': ['alleged'],
    'alledgedly': ['allegedly'],
    'alledges': ['alleges'],
    'allegedely': ['allegedly'],
    'allegedy': ['allegedly'],
    'allegely': ['allegedly'],
    'allegence': ['allegiance'],
    'allegience': ['allegiance'],
    'allign': ['align'],
    'alligned': ['aligned'],
    'alliviate': ['alleviate'],
    'allopone': ['allophone'],
    'allopones': ['allophones'],
    'allready': ['already'],
    'allthough': ['although'],
    'alltime': ['all-time'],
    'alltogether': ['altogether'],
    'almsot': ['almost'],
    'alochol': ['alcohol'],
    'alomst': ['almost'],
    'alot': ['a lot', 'allot'],
    'alotted': ['allotted'],
    'alowed': ['allowed'],
    'alowing': ['allowing'],
    'alreayd': ['already'],
    'alse': ['else'],
    'alsot': ['also'],
    'alternitives': ['alternatives'],
    'altho': ['although'],
    'althought': ['although'],
    'altough': ['although'],
    'alusion': ['allusion', 'illusion'],
    'alwasy': ['always'],
    'alwyas': ['always'],
    'amalgomated': ['amalgamated'],
    'amatuer': ['amateur'],
    'amature': ['armature', 'amateur'],
    'amendmant': ['amendment'],
    'Amercia': ['America'],
    'amerliorate': ['ameliorate'],
    'amke': ['make'],
    'amking': ['making'],
    'ammend': ['amend'],
    'ammended': ['amended'],
    'ammendment': ['amendment'],
    'ammendments': ['amendments'],
    'ammount': ['amount'],
    'ammused': ['amused'],
    'amoung': ['among'],
    'amoungst': ['amongst'],
    'amung': ['among'],
    'amunition': ['ammunition'],
    'analagous': ['analogous'],
    'analitic': ['analytic'],
    'analogeous': ['analogous'],
    'anarchim': ['anarchism'],
    'anarchistm': ['anarchism'],
    'anbd': ['and'],
    'ancestory': ['ancestry'],
    'ancilliary': ['ancillary'],
    'andd': ['and'],
    'androgenous': ['androgynous'],
    'androgeny': ['androgyny'],
    'anihilation': ['annihilation'],
    'aniversary': ['anniversary'],
    'annoint': ['anoint'],
    'annointed': ['anointed'],
    'annointing': ['anointing'],
    'annoints': ['anoints'],
    'annouced': ['announced'],
    'annualy': ['annually'],
    'annuled': ['annulled'],
    'anohter': ['another'],
    'anomolies': ['anomalies'],
    'anomolous': ['anomalous'],
    'anomoly': ['anomaly'],
    'anonimity': ['anonymity'],
    'anounced': ['announced'],
    'anouncement': ['announcement'],
    'ansalisation': ['nasalisation'],
    'ansalization': ['nasalization'],
    'ansestors': ['ancestors'],
    'antartic': ['antarctic'],
    'anthromorphization': ['anthropomorphization'],
    'anthropolgist': ['anthropologist'],
    'anthropolgy': ['anthropology'],
    'anual': ['annual'],
    'anulled': ['annulled'],
    'anwsered': ['answered'],
    'anyhwere': ['anywhere'],
    'anyother': ['any other'],
    'anytying': ['anything'],
    'aparent': ['apparent'],
    'aparment': ['apartment'],
    'apenines': ['apennines', 'Apennines'],
    'aplication': ['application'],
    'aplied': ['applied'],
    'apolegetics': ['apologetics'],
    'apon': ['upon', 'apron'],
    'apparant': ['apparent'],
    'apparantly': ['apparently'],
    'appart': ['apart'],
    'appartment': ['apartment'],
    'appartments': ['apartments'],
    'appealling': ['appealing', 'appalling'],
    'appeareance': ['appearance'],
    'appearence': ['appearance'],
    'appearences': ['appearances'],
    'appenines': ['apennines', 'Apennines'],
    'apperance': ['appearance'],
    'apperances': ['appearances'],
    'appereance': ['appearance'],
    'appereances': ['appearances'],
    'applicaiton': ['application'],
    'applicaitons': ['applications'],
    'appologies': ['apologies'],
    'appology': ['apology'],
    'apprearance': ['appearance'],
    'apprieciate': ['appreciate'],
    'approachs': ['approaches'],
    'appropiate': ['appropriate'],
    'appropraite': ['appropriate'],
    'appropropiate': ['appropriate'],
    'approproximate': ['approximate'],
    'approxamately': ['approximately'],
    'approxiately': ['approximately'],
    'approximitely': ['approximately'],
    'aprehensive': ['apprehensive'],
    'apropriate': ['appropriate'],
    'apropriately': ['appropriately'],
    'aproval': ['approval'],
    'aproximate': ['approximate'],
    'aproximately': ['approximately'],
    'aquaduct': ['aqueduct'],
    'aquaintance': ['acquaintance'],
    'aquainted': ['acquainted'],
    'aquiantance': ['acquaintance'],
    'aquire': ['acquire'],
    'aquired': ['acquired'],
    'aquiring': ['acquiring'],
    'aquisition': ['acquisition'],
    'aquitted': ['acquitted'],
    'aranged': ['arranged'],
    'arangement': ['arrangement'],
    'arbitarily': ['arbitrarily'],
    'arbitary': ['arbitrary'],
    'archaelogical': ['archaeological'],
    'archaelogists': ['archaeologists'],
    'archaelogy': ['archaeology'],
    'archaoelogy': ['archeology', 'archaeology'],
    'archaology': ['archeology', 'archaeology'],
    'archeaologist': ['archeologist', 'archaeologist'],
    'archeaologists': ['archeologists', 'archaeologists'],
    'archetect': ['architect'],
    'archetects': ['architects'],
    'archetectural': ['architectural'],
    'archetecturally': ['architecturally'],
    'archetecture': ['architecture'],
    'archiac': ['archaic'],
    'archictect': ['architect'],
    'archimedian': ['archimedean'],
    'architecht': ['architect'],
    'architechturally': ['architecturally'],
    'architechture': ['architecture'],
    'architechtures': ['architectures'],
    'architectual': ['architectural'],
    'archtype': ['archetype'],
    'archtypes': ['archetypes'],
    'aready': ['already'],
    'areodynamics': ['aerodynamics'],
    'argubly': ['arguably'],
    'arguement': ['argument'],
    'arguements': ['arguments'],
    'arised': ['arose'],
    'arival': ['arrival'],
    'armamant': ['armament'],
    'armistace': ['armistice'],
    'arogant': ['arrogant'],
    'arogent': ['arrogant'],
    'aroud': ['around'],
    'arrangment': ['arrangement'],
    'arrangments': ['arrangements'],
    'arrengement': ['arrangement'],
    'arrengements': ['arrangements'],
    'arround': ['around'],
    'artcile': ['article'],
    'artical': ['article'],
    'artice': ['article'],
    'articel': ['article'],
    'artifical': ['artificial'],
    'artifically': ['artificially'],
    'artillary': ['artillery'],
    'arund': ['around'],
    'asetic': ['ascetic'],
    'asfar': ['as far'],
    'asign': ['assign'],
    'aslo': ['also'],
    'asociated': ['associated'],
    'asorbed': ['absorbed'],
    'asphyxation': ['asphyxiation'],
    'assasin': ['assassin'],
    'assasinate': ['assassinate'],
    'assasinated': ['assassinated'],
    'assasinates': ['assassinates'],
    'assasination': ['assassination'],
    'assasinations': ['assassinations'],
    'assasined': ['assassinated'],
    'assasins': ['assassins'],
    'assassintation': ['assassination'],
    'assemple': ['assemble'],
    'assertation': ['assertion'],
    'asside': ['aside'],
    'assisnate': ['assassinate'],
    'assit': ['assist'],
    'assitant': ['assistant'],
    'assocation': ['association'],
    'assoicate': ['associate'],
    'assoicated': ['associated'],
    'assoicates': ['associates'],
    'assosication': ['assassination'],
    'asssassans': ['assassins'],
    'assualt': ['assault'],
    'assualted': ['assaulted'],
    'assymetric': ['asymmetric'],
    'assymetrical': ['asymmetrical'],
    'asteriod': ['asteroid'],
    'asthetic': ['aesthetic'],
    'asthetical': ['aesthetical'],
    'asthetically': ['aesthetically'],
    'asume': ['assume'],
    'aswell': ['as well'],
    'atain': ['attain'],
    'atempting': ['attempting'],
    'atheistical': ['atheistic'],
    'athenean': ['athenian'],
    'atheneans': ['athenians'],
    'athiesm': ['atheism'],
    'athiest': ['atheist'],
    'atorney': ['attorney'],
    'atribute': ['attribute'],
    'atributed': ['attributed'],
    'atributes': ['attributes'],
    'attaindre': ['attainder', 'attained'],
    'attemp': ['attempt'],
    'attemped': ['attempted'],
    'attemt': ['attempt'],
    'attemted': ['attempted'],
    'attemting': ['attempting'],
    'attemts': ['attempts'],
    'attendence': ['attendance'],
    'attendent': ['attendant'],
    'attendents': ['attendants'],
    'attened': ['attended'],
    'attension': ['attention'],
    'attitide': ['attitude'],
    'attributred': ['attributed'],
    'attrocities': ['atrocities'],
    'audeince': ['audience'],
    'auromated': ['automated'],
    'austrailia': ['Australia'],
    'austrailian': ['Australian'],
    'auther': ['author'],
    'authobiographic': ['autobiographic'],
    'authobiography': ['autobiography'],
    'authorative': ['authoritative'],
    'authorites': ['authorities'],
    'authorithy': ['authority'],
    'authoritiers': ['authorities'],
    'authoritive': ['authoritative'],
    'authrorities': ['authorities'],
    'autochtonous': ['autochthonous'],
    'autoctonous': ['autochthonous'],
    'automaticly': ['automatically'],
    'automibile': ['automobile'],
    'automonomous': ['autonomous'],
    'autor': ['author'],
    'autority': ['authority'],
    'auxilary': ['auxiliary'],
    'auxillaries': ['auxiliaries'],
    'auxillary': ['auxiliary'],
    'auxilliaries': ['auxiliaries'],
    'auxilliary': ['auxiliary'],
    'availabe': ['available'],
    'availablity': ['availability'],
    'availaible': ['available'],
    'availble': ['available'],
    'availiable': ['available'],
    'availible': ['available'],
    'avalable': ['available'],
    'avalance': ['avalanche'],
    'avaliable': ['available'],
    'avation': ['aviation'],
    'avengence': ['a vengeance'],
    'averageed': ['averaged'],
    'avilable': ['available'],
    'awared': ['awarded'],
    'awya': ['away'],
    'baceause': ['because'],
    'backgorund': ['background'],
    'backrounds': ['backgrounds'],
    'bakc': ['back'],
    'banannas': ['bananas'],
    'bandwith': ['bandwidth'],
    'bankrupcy': ['bankruptcy'],
    'banruptcy': ['bankruptcy'],
    'baout': ['about', 'bout'],
    'basicaly': ['basically'],
    'basicly': ['basically'],
    'bcak': ['back'],
    'beachead': ['beachhead'],
    'beacuse': ['because'],
    'beastiality': ['bestiality'],
    'beatiful': ['beautiful'],
    'beaurocracy': ['bureaucracy'],
    'beaurocratic': ['bureaucratic'],
    'beautyfull': ['beautiful'],
    'becamae': ['became'],
    'becames': ['becomes', 'became'],
    'becasue': ['because'],
    'beccause': ['because'],
    'becomeing': ['becoming'],
    'becomming': ['becoming'],
    'becouse': ['because'],
    'becuase': ['because'],
    'bedore': ['before'],
    'beeing': ['being'],
    'befoer': ['before'],
    'beggin': ['begin', 'begging'],
    'begginer': ['beginner'],
    'begginers': ['beginners'],
    'beggining': ['beginning'],
    'begginings': ['beginnings'],
    'beggins': ['begins'],
    'begining': ['beginning'],
    'beginnig': ['beginning'],
    'behavour': ['behavior', 'behaviour'],
    'beleagured': ['beleaguered'],
    'beleif': ['belief'],
    'beleive': ['believe'],
    'beleived': ['believed'],
    'beleives': ['believes'],
    'beleiving': ['believing'],
    'beligum': ['belgium'],
    'belive': ['believe'],
    'belived': ['believed', 'beloved'],
    'belives': ['believes', 'beliefs'],
    'belligerant': ['belligerent'],
    'bellweather': ['bellwether'],
    'bemusemnt': ['bemusement'],
    'beneficary': ['beneficiary'],
    'beng': ['being'],
    'benificial': ['beneficial'],
    'benifit': ['benefit'],
    'benifits': ['benefits'],
    'bergamont': ['bergamot'],
    'Bernouilli': ['Bernoulli'],
    'beseige': ['besiege'],
    'beseiged': ['besieged'],
    'beseiging': ['besieging'],
    'beteen': ['between'],
    'betwen': ['between'],
    'beween': ['between'],
    'bewteen': ['between'],
    'bilateraly': ['bilaterally'],
    'billingualism': ['bilingualism'],
    'binominal': ['binomial'],
    'bizzare': ['bizarre'],
    'blaim': ['blame'],
    'blaimed': ['blamed'],
    'blessure': ['blessing'],
    'Blitzkreig': ['Blitzkrieg'],
    'boaut': ['bout', 'boat', 'about'],
    'bodydbuilder': ['bodybuilder'],
    'bombardement': ['bombardment'],
    'bombarment': ['bombardment'],
    'bondary': ['boundary'],
    'Bonnano': ['Bonanno'],
    'borke': ['broke'],
    'boundry': ['boundary'],
    'bouyancy': ['buoyancy'],
    'bouyant': ['buoyant'],
    'boyant': ['buoyant'],
    'Brasillian': ['Brazilian'],
    'breakthough': ['breakthrough'],
    'breakthroughts': ['breakthroughs'],
    'breif': ['brief'],
    'breifly': ['briefly'],
    'brethen': ['brethren'],
    'bretheren': ['brethren'],
    'briliant': ['brilliant'],
    'brillant': ['brilliant'],
    'brimestone': ['brimstone'],
    'Britian': ['Britain'],
    'Brittish': ['British'],
    'broacasted': ['broadcast'],
    'broadacasting': ['broadcasting'],
    'broady': ['broadly'],
    'Buddah': ['Buddha'],
    'Buddist': ['Buddhist'],
    'buisness': ['business'],
    'buisnessman': ['businessman'],
    'buoancy': ['buoyancy'],
    'buring': ['burying', 'burning', 'burin', 'during'],
    'burried': ['buried'],
    'busines': ['business'],
    'busineses': ['business', 'businesses'],
    'busness': ['business'],
    'bussiness': ['business'],
    'caculater': ['calculator'],
    'cacuses': ['caucuses'],
    'cahracters': ['characters'],
    'calaber': ['caliber'],
    'calander': ['calendar', 'calender', 'colander'],
    'calculater': ['calculator'],
    'calculs': ['calculus'],
    'calenders': ['calendars'],
    'caligraphy': ['calligraphy'],
    'caluclate': ['calculate'],
    'caluclated': ['calculated'],
    'caluculate': ['calculate'],
    'caluculated': ['calculated'],
    'calulate': ['calculate'],
    'calulated': ['calculated'],
    'calulater': ['calculator'],
    'Cambrige': ['Cambridge'],
    'camoflage': ['camouflage'],
    'campain': ['campaign'],
    'campains': ['campaigns'],
    'candadate': ['candidate'],
    'candiate': ['candidate'],
    'candidiate': ['candidate'],
    'cannister': ['canister'],
    'cannisters': ['canisters'],
    'cannnot': ['cannot'],
    'cannonical': ['canonical'],
    'cannotation': ['connotation'],
    'cannotations': ['connotations'],
    'cant': ['cannot', 'can not', 'can\'t'],
    'caost': ['coast'],
    'caperbility': ['capability'],
    'Capetown': ['Cape Town'],
    'capible': ['capable'],
    'captial': ['capital'],
    'captued': ['captured'],
    'capturd': ['captured'],
    'carachter': ['character'],
    'caracterized': ['characterized'],
    'carcas': ['carcass', 'Caracas'],
    'carefull': ['careful'],
    'careing': ['caring'],
    'carismatic': ['charismatic'],
    'Carmalite': ['Carmelite'],
    'Carnagie': ['Carnegie'],
    'Carnagie-Mellon': ['Carnegie-Mellon'],
    'carnege': ['carnage', 'Carnegie'],
    'carnige': ['carnage', 'Carnegie'],
    'Carnigie': ['Carnegie'],
    'Carnigie-Mellon': ['Carnegie-Mellon'],
    'carniverous': ['carnivorous'],
    'carreer': ['career'],
    'carrers': ['careers'],
    'Carribbean': ['Caribbean'],
    'Carribean': ['Caribbean'],
    'cartdridge': ['cartridge'],
    'Carthagian': ['Carthaginian'],
    'carthographer': ['cartographer'],
    'cartilege': ['cartilage'],
    'cartilidge': ['cartilage'],
    'cartrige': ['cartridge'],
    'casette': ['cassette'],
    'casion': ['caisson'],
    'cassawory': ['cassowary'],
    'cassowarry': ['cassowary'],
    'casue': ['cause'],
    'casued': ['caused'],
    'casues': ['causes'],
    'casuing': ['causing'],
    'casulaties': ['casualties'],
    'casulaty': ['casualty'],
    'catagories': ['categories'],
    'catagorized': ['categorized'],
    'catagory': ['category'],
    'Cataline': ['Catiline', 'Catalina'],
    'catapillar': ['caterpillar'],
    'catapillars': ['caterpillars'],
    'catapiller': ['caterpillar'],
    'catapillers': ['caterpillars'],
    'catepillar': ['caterpillar'],
    'catepillars': ['caterpillars'],
    'catergorize': ['categorize'],
    'catergorized': ['categorized'],
    'caterpilar': ['caterpillar'],
    'caterpilars': ['caterpillars'],
    'caterpiller': ['caterpillar'],
    'caterpillers': ['caterpillars'],
    'cathlic': ['catholic'],
    'catholocism': ['catholicism'],
    'catterpilar': ['caterpillar'],
    'catterpilars': ['caterpillars'],
    'catterpillar': ['caterpillar'],
    'catterpillars': ['caterpillars'],
    'cattleship': ['battleship'],
    'causalities': ['casualties'],
    'Ceasar': ['Caesar'],
    'Celcius': ['Celsius'],
    'cellpading': ['cellpadding'],
    'cementary': ['cemetery'],
    'cemetarey': ['cemetery'],
    'cemetaries': ['cemeteries'],
    'cemetary': ['cemetery'],
    'cencus': ['census'],
    'censur': ['censor', 'censure'],
    'cententenial': ['centennial'],
    'centruies': ['centuries'],
    'centruy': ['century'],
    'centuties': ['centuries'],
    'centuty': ['century'],
    'ceratin': ['certain', 'keratin'],
    'cerimonial': ['ceremonial'],
    'cerimonies': ['ceremonies'],
    'cerimonious': ['ceremonious'],
    'cerimony': ['ceremony'],
    'ceromony': ['ceremony'],
    'certainity': ['certainty'],
    'certian': ['certain'],
    'cervial': ['cervical', 'servile', 'serval'],
    'chalenging': ['challenging'],
    'challange': ['challenge'],
    'challanged': ['challenged'],
    'challege': ['challenge'],
    'Champange': ['Champagne'],
    'changable': ['changeable'],
    'charachter': ['character'],
    'charachters': ['characters'],
    'charactersistic': ['characteristic'],
    'charactor': ['character'],
    'charactors': ['characters'],
    'charasmatic': ['charismatic'],
    'charaterized': ['characterized'],
    'chariman': ['chairman'],
    'charistics': ['characteristics'],
    'chasr': ['chaser', 'chase'],
    'cheif': ['chief'],
    'cheifs': ['chiefs'],
    'chemcial': ['chemical'],
    'chemcially': ['chemically'],
    'chemestry': ['chemistry'],
    'chemicaly': ['chemically'],
    'childbird': ['childbirth'],
    'childen': ['children'],
    'choosen': ['chosen'],
    'chracter': ['character'],
    'chuch': ['church'],
    'churchs': ['churches'],
    'Cincinatti': ['Cincinnati'],
    'Cincinnatti': ['Cincinnati'],
    'circulaton': ['circulation'],
    'circumsicion': ['circumcision'],
    'circut': ['circuit'],
    'ciricuit': ['circuit'],
    'ciriculum': ['curriculum'],
    'civillian': ['civilian'],
    'claer': ['clear'],
    'claerer': ['clearer'],
    'claerly': ['clearly'],
    'claimes': ['claims'],
    'clas': ['class'],
    'clasic': ['classic'],
    'clasical': ['classical'],
    'clasically': ['classically'],
    'cleareance': ['clearance'],
    'clera': ['clear', 'sclera'],
    'clincial': ['clinical'],
    'clinicaly': ['clinically'],
    'cmo': ['com'],
    'cmoputer': ['computer'],
    'co-incided': ['coincided'],
    'Coca Cola': ['Coca-Cola'],
    'coctail': ['cocktail'],
    'coform': ['conform'],
    'cognizent': ['cognizant'],
    'coincedentally': ['coincidentally'],
    'colaborations': ['collaborations'],
    'colateral': ['collateral'],
    'colelctive': ['collective'],
    'collaberative': ['collaborative'],
    'collecton': ['collection'],
    'collegue': ['colleague'],
    'collegues': ['colleagues'],
    'collonade': ['colonnade'],
    'collonies': ['colonies'],
    'collony': ['colony'],
    'collosal': ['colossal'],
    'colonizators': ['colonizers'],
    'comander': ['commander', 'commandeer'],
    'comando': ['commando'],
    'comandos': ['commandos'],
    'comany': ['company'],
    'comapany': ['company'],
    'comback': ['comeback'],
    'combanations': ['combinations'],
    'combinatins': ['combinations'],
    'combusion': ['combustion'],
    'comdemnation': ['condemnation'],
    'comemmorates': ['commemorates'],
    'comemoretion': ['commemoration'],
    'comision': ['commission'],
    'comisioned': ['commissioned'],
    'comisioner': ['commissioner'],
    'comisioning': ['commissioning'],
    'comisions': ['commissions'],
    'comission': ['commission'],
    'comissioned': ['commissioned'],
    'comissioner': ['commissioner'],
    'comissioning': ['commissioning'],
    'comissions': ['commissions'],
    'comited': ['committed'],
    'comiting': ['committing'],
    'comitted': ['committed'],
    'comittee': ['committee'],
    'comitting': ['committing'],
    'commandoes': ['commandos'],
    'commedic': ['comedic'],
    'commemerative': ['commemorative'],
    'commemmorate': ['commemorate'],
    'commemmorating': ['commemorating'],
    'commerical': ['commercial'],
    'commerically': ['commercially'],
    'commericial': ['commercial'],
    'commericially': ['commercially'],
    'commerorative': ['commemorative'],
    'comming': ['coming'],
    'comminication': ['communication'],
    'commision': ['commission'],
    'commisioned': ['commissioned'],
    'commisioner': ['commissioner'],
    'commisioning': ['commissioning'],
    'commisions': ['commissions'],
    'commited': ['committed'],
    'commitee': ['committee'],
    'commiting': ['committing'],
    'committe': ['committee'],
    'committment': ['commitment'],
    'committments': ['commitments'],
    'commmemorated': ['commemorated'],
    'commongly': ['commonly'],
    'commonweath': ['commonwealth'],
    'commuications': ['communications'],
    'commuinications': ['communications'],
    'communciation': ['communication'],
    'communiation': ['communication'],
    'communites': ['communities'],
    'compability': ['compatibility'],
    'comparision': ['comparison'],
    'comparisions': ['comparisons'],
    'comparitive': ['comparative'],
    'comparitively': ['comparatively'],
    'compatabilities': ['compatibilities'],
    'compatability': ['compatibility'],
    'compatable': ['compatible'],
    'compatablities': ['compatibilities'],
    'compatablity': ['compatibility'],
    'compatiable': ['compatible'],
    'compatiblities': ['compatibilities'],
    'compatiblity': ['compatibility'],
    'compeitions': ['competitions'],
    'compensantion': ['compensation'],
    'competance': ['competence'],
    'competant': ['competent'],
    'competative': ['competitive'],
    'competion': ['competition', 'completion'],
    'competitiion': ['competition'],
    'competive': ['competitive'],
    'competiveness': ['competitiveness'],
    'comphrehensive': ['comprehensive'],
    'compitent': ['competent'],
    'completedthe': ['completed the'],
    'completelyl': ['completely'],
    'completetion': ['completion'],
    'complier': ['compiler'],
    'componant': ['component'],
    'comprable': ['comparable'],
    'comprimise': ['compromise'],
    'compulsary': ['compulsory'],
    'compulsery': ['compulsory'],
    'computarized': ['computerized'],
    'concensus': ['consensus'],
    'concider': ['consider'],
    'concidered': ['considered'],
    'concidering': ['considering'],
    'conciders': ['considers'],
    'concieted': ['conceited'],
    'concieved': ['conceived'],
    'concious': ['conscious'],
    'conciously': ['consciously'],
    'conciousness': ['consciousness'],
    'condamned': ['condemned'],
    'condemmed': ['condemned'],
    'condidtion': ['condition'],
    'condidtions': ['conditions'],
    'conditionsof': ['conditions of'],
    'conected': ['connected'],
    'conection': ['connection'],
    'conesencus': ['consensus'],
    'confidental': ['confidential'],
    'confidentally': ['confidentially'],
    'confids': ['confides'],
    'configureable': ['configurable'],
    'confortable': ['comfortable'],
    'congradulations': ['congratulations'],
    'congresional': ['congressional'],
    'conived': ['connived'],
    'conjecutre': ['conjecture'],
    'conjuction': ['conjunction'],
    'Conneticut': ['Connecticut'],
    'conotations': ['connotations'],
    'conquerd': ['conquered'],
    'conquerer': ['conqueror'],
    'conquerers': ['conquerors'],
    'conqured': ['conquered'],
    'conscent': ['consent'],
    'consciouness': ['consciousness'],
    'consdider': ['consider'],
    'consdidered': ['considered'],
    'consdiered': ['considered'],
    'consectutive': ['consecutive'],
    'consenquently': ['consequently'],
    'consentrate': ['concentrate'],
    'consentrated': ['concentrated'],
    'consentrates': ['concentrates'],
    'consept': ['concept'],
    'consequentually': ['consequently'],
    'consequeseces': ['consequences'],
    'consern': ['concern'],
    'conserned': ['concerned'],
    'conserning': ['concerning'],
    'conservitive': ['conservative'],
    'consiciousness': ['consciousness'],
    'consicousness': ['consciousness'],
    'considerd': ['considered'],
    'consideres': ['considered'],
    'consious': ['conscious'],
    'consistant': ['consistent'],
    'consistantly': ['consistently'],
    'consituencies': ['constituencies'],
    'consituency': ['constituency'],
    'consituted': ['constituted'],
    'consitution': ['constitution'],
    'consitutional': ['constitutional'],
    'consolodate': ['consolidate'],
    'consolodated': ['consolidated'],
    'consonent': ['consonant'],
    'consonents': ['consonants'],
    'consorcium': ['consortium'],
    'conspiracys': ['conspiracies'],
    'conspiriator': ['conspirator'],
    'constaints': ['constraints'],
    'constanly': ['constantly'],
    'constarnation': ['consternation'],
    'constatn': ['constant'],
    'constinually': ['continually'],
    'constituant': ['constituent'],
    'constituants': ['constituents'],
    'constituion': ['constitution'],
    'constituional': ['constitutional'],
    'consttruction': ['construction'],
    'constuction': ['construction'],
    'contstruction': ['construction'],
    'consulant': ['consultant'],
    'consumate': ['consummate'],
    'consumated': ['consummated'],
    'contaiminate': ['contaminate'],
    'containes': ['contains'],
    'contamporaries': ['contemporaries'],
    'contamporary': ['contemporary'],
    'contempoary': ['contemporary'],
    'contemporaneus': ['contemporaneous'],
    'contempory': ['contemporary'],
    'contendor': ['contender'],
    'contibute': ['contribute'],
    'contibuted': ['contributed'],
    'contibutes': ['contributes'],
    'contigent': ['contingent'],
    'contined': ['continued'],
    'continous': ['continuous'],
    'continously': ['continuously'],
    'continueing': ['continuing'],
    'contravercial': ['controversial'],
    'contraversy': ['controversy'],
    'contributer': ['contributor'],
    'contributers': ['contributors'],
    'contritutions': ['contributions'],
    'controled': ['controlled'],
    'controling': ['controlling'],
    'controll': ['control'],
    'controlls': ['controls'],
    'controvercial': ['controversial'],
    'controvercy': ['controversy'],
    'controveries': ['controversies'],
    'controversal': ['controversial'],
    'controversey': ['controversy'],
    'controvertial': ['controversial'],
    'controvery': ['controversy'],
    'contruction': ['construction'],
    'conveinent': ['convenient'],
    'convenant': ['covenant'],
    'convential': ['conventional'],
    'convertables': ['convertibles'],
    'convertion': ['conversion'],
    'conviced': ['convinced'],
    'convienient': ['convenient'],
    'coordiantion': ['coordination'],
    'coorperation': ['cooperation', 'corporation'],
    'coorperations': ['corporations'],
    'copmetitors': ['competitors'],
    'coputer': ['computer'],
    'copywrite': ['copyright'],
    'coridal': ['cordial'],
    'cornmitted': ['committed'],
    'corosion': ['corrosion'],
    'corparate': ['corporate'],
    'corperations': ['corporations'],
    'correcters': ['correctors'],
    'correponding': ['corresponding'],
    'correposding': ['corresponding'],
    'correspondant': ['correspondent'],
    'correspondants': ['correspondents'],
    'corridoors': ['corridors'],
    'corrispond': ['correspond'],
    'corrispondant': ['correspondent'],
    'corrispondants': ['correspondents'],
    'corrisponded': ['corresponded'],
    'corrisponding': ['corresponding'],
    'corrisponds': ['corresponds'],
    'costitution': ['constitution'],
    'coucil': ['council'],
    'coudl': ['could', 'cloud'],
    'councellor': ['councillor', 'counselor', 'councilor'],
    'councellors': ['councillors', 'counselors', 'councilors'],
    'counries': ['countries'],
    'countains': ['contains'],
    'countires': ['countries'],
    'countrie\'s': ['countries', 'countries\'', 'country\'s'],
    'coururier': ['courier', 'couturier'],
    'coverted': ['converted', 'covered', 'coveted'],
    'cpoy': ['coy', 'copy'],
    'creaeted': ['created'],
    'creche': ['crèche'],
    'creedence': ['credence'],
    'critereon': ['criterion'],
    'criterias': ['criteria'],
    'criticists': ['critics'],
    'critising': ['criticising', 'criticizing'],
    'critisising': ['criticising'],
    'critisism': ['criticism'],
    'critisisms': ['criticisms'],
    'critisize': ['criticise', 'criticize'],
    'critisized': ['criticised', 'criticized'],
    'critisizes': ['criticises', 'criticizes'],
    'critisizing': ['criticising', 'criticizing'],
    'critized': ['criticized'],
    'critizing': ['criticizing'],
    'crockodiles': ['crocodiles'],
    'crowm': ['crown'],
    'crtical': ['critical'],
    'crticised': ['criticised'],
    'crucifiction': ['crucifixion'],
    'crusies': ['cruises'],
    'crystalisation': ['crystallisation'],
    'culiminating': ['culminating'],
    'cumulatative': ['cumulative'],
    'curch': ['church'],
    'curcuit': ['circuit'],
    'currenly': ['currently'],
    'curriculem': ['curriculum'],
    'cxan': ['cyan'],
    'cyclinder': ['cylinder'],
    'dacquiri': ['daiquiri'],
    'daed': ['dead'],
    'dael': ['deal', 'dial', 'dahl'],
    'dalmation': ['dalmatian'],
    'damenor': ['demeanor'],
    'dammage': ['damage'],
    'Dardenelles': ['Dardanelles'],
    'daugher': ['daughter'],
    'debateable': ['debatable'],
    'decendant': ['descendant'],
    'decendants': ['descendants'],
    'decendent': ['descendant'],
    'decendents': ['descendants'],
    'decideable': ['decidable'],
    'decidely': ['decidedly'],
    'decieved': ['deceived'],
    'decison': ['decision'],
    'decomissioned': ['decommissioned'],
    'decomposit': ['decompose'],
    'decomposited': ['decomposed'],
    'decompositing': ['decomposing'],
    'decomposits': ['decomposes'],
    'decress': ['decrees'],
    'decribe': ['describe'],
    'decribed': ['described'],
    'decribes': ['describes'],
    'decribing': ['describing'],
    'dectect': ['detect'],
    'defendent': ['defendant'],
    'defendents': ['defendants'],
    'deffensively': ['defensively'],
    'deffine': ['define'],
    'deffined': ['defined'],
    'definance': ['defiance'],
    'definate': ['definite'],
    'definately': ['definitely'],
    'definatly': ['definitely'],
    'definetly': ['definitely'],
    'definining': ['defining'],
    'definit': ['definite'],
    'definitly': ['definitely'],
    'definiton': ['definition'],
    'defintion': ['definition'],
    'degrate': ['degrade'],
    'delagates': ['delegates'],
    'delapidated': ['dilapidated'],
    'delerious': ['delirious'],
    'delevopment': ['development'],
    'deliberatly': ['deliberately'],
    'delusionally': ['delusively'],
    'demenor': ['demeanor'],
    'demographical': ['demographic'],
    'demolision': ['demolition'],
    'demorcracy': ['democracy'],
    'demostration': ['demonstration'],
    'denegrating': ['denigrating'],
    'densly': ['densely'],
    'deparment': ['department'],
    'deparmental': ['departmental'],
    'deparments': ['departments'],
    'dependance': ['dependence'],
    'dependancy': ['dependency'],
    'dependant': ['dependent'],
    'deram': ['dram', 'dream'],
    'deriviated': ['derived'],
    'derivitive': ['derivative'],
    'derogitory': ['derogatory'],
    'descendands': ['descendants'],
    'descibed': ['described'],
    'descision': ['decision'],
    'descisions': ['decisions'],
    'descriibes': ['describes'],
    'descripters': ['descriptors'],
    'descripton': ['description'],
    'desctruction': ['destruction'],
    'descuss': ['discuss'],
    'desgined': ['designed'],
    'deside': ['decide'],
    'desigining': ['designing'],
    'desinations': ['destinations'],
    'desintegrated': ['disintegrated'],
    'desintegration': ['disintegration'],
    'desireable': ['desirable'],
    'desitned': ['destined'],
    'desktiop': ['desktop'],
    'desorder': ['disorder'],
    'desoriented': ['disoriented'],
    'desparate': ['desperate', 'disparate'],
    'despict': ['depict'],
    'despiration': ['desperation'],
    'dessicated': ['desiccated'],
    'dessigned': ['designed'],
    'destablized': ['destabilized'],
    'destory': ['destroy'],
    'detailled': ['detailed'],
    'detatched': ['detached'],
    'deteoriated': ['deteriorated'],
    'deteriate': ['deteriorate'],
    'deterioriating': ['deteriorating'],
    'determinining': ['determining'],
    'detremental': ['detrimental'],
    'devasted': ['devastated'],
    'develope': ['develop'],
    'developement': ['development'],
    'developped': ['developed'],
    'developper': ['developer'],
    'develpment': ['development'],
    'devels': ['delves'],
    'devestated': ['devastated'],
    'devestating': ['devastating'],
    'devide': ['divide'],
    'devided': ['divided'],
    'devistating': ['devastating'],
    'devolopement': ['development'],
    'diablical': ['diabolical'],
    'diamons': ['diamonds'],
    'diaster': ['disaster'],
    'dichtomy': ['dichotomy'],
    'diconnects': ['disconnects'],
    'dicover': ['discover'],
    'dicovered': ['discovered'],
    'dicovering': ['discovering'],
    'dicovers': ['discovers'],
    'dicovery': ['discovery'],
    'dicussed': ['discussed'],
    'didnt': ['didn\'t'],
    'diea': ['idea', 'die'],
    'dieing': ['dying', 'dyeing'],
    'dieties': ['deities'],
    'diety': ['deity'],
    'diferent': ['different'],
    'diferrent': ['different'],
    'differentiatiations': ['differentiations'],
    'differnt': ['different'],
    'difficulity': ['difficulty'],
    'diffrent': ['different'],
    'dificulties': ['difficulties'],
    'dificulty': ['difficulty'],
    'dimenions': ['dimensions'],
    'dimention': ['dimension'],
    'dimentional': ['dimensional'],
    'dimentions': ['dimensions'],
    'dimesnional': ['dimensional'],
    'diminuitive': ['diminutive'],
    'dimunitive': ['diminutive'],
    'diosese': ['diocese'],
    'diphtong': ['diphthong'],
    'diphtongs': ['diphthongs'],
    'diplomancy': ['diplomacy'],
    'dipthong': ['diphthong'],
    'dipthongs': ['diphthongs'],
    'dirived': ['derived'],
    'disagreeed': ['disagreed'],
    'disapeared': ['disappeared'],
    'disapointing': ['disappointing'],
    'disappearred': ['disappeared'],
    'disaproval': ['disapproval'],
    'disasterous': ['disastrous'],
    'disatisfaction': ['dissatisfaction'],
    'disatisfied': ['dissatisfied'],
    'disatrous': ['disastrous'],
    'discontentment': ['discontent'],
    'discribe': ['describe'],
    'discribed': ['described'],
    'discribes': ['describes'],
    'discribing': ['describing'],
    'disctinction': ['distinction'],
    'disctinctive': ['distinctive'],
    'disemination': ['dissemination'],
    'disenchanged': ['disenchanted'],
    'disiplined': ['disciplined'],
    'disobediance': ['disobedience'],
    'disobediant': ['disobedient'],
    'disolved': ['dissolved'],
    'disover': ['discover'],
    'dispair': ['despair'],
    'disparingly': ['disparagingly'],
    'dispence': ['dispense'],
    'dispenced': ['dispensed'],
    'dispencing': ['dispensing'],
    'dispicable': ['despicable'],
    'dispite': ['despite'],
    'dispostion': ['disposition'],
    'disproportiate': ['disproportionate'],
    'disputandem': ['disputandum'],
    'disricts': ['districts'],
    'dissagreement': ['disagreement'],
    'dissapear': ['disappear'],
    'dissapearance': ['disappearance'],
    'dissapeared': ['disappeared'],
    'dissapearing': ['disappearing'],
    'dissapears': ['disappears'],
    'dissappear': ['disappear'],
    'dissappears': ['disappears'],
    'dissappointed': ['disappointed'],
    'dissarray': ['disarray'],
    'dissobediance': ['disobedience'],
    'dissobediant': ['disobedient'],
    'dissobedience': ['disobedience'],
    'dissobedient': ['disobedient'],
    'distiction': ['distinction'],
    'distingish': ['distinguish'],
    'distingished': ['distinguished'],
    'distingishes': ['distinguishes'],
    'distingishing': ['distinguishing'],
    'distingquished': ['distinguished'],
    'distrubution': ['distribution'],
    'distruction': ['destruction'],
    'distructive': ['destructive'],
    'ditributed': ['distributed'],
    'diversed': ['diverse', 'diverged'],
    'divice': ['device'],
    'divison': ['division'],
    'divisons': ['divisions'],
    'dum': ['dumb'],
    'doccument': ['document'],
    'doccumented': ['documented'],
    'doccuments': ['documents'],
    'docrines': ['doctrines'],
    'doctines': ['doctrines'],
    'documenatry': ['documentary'],
    'doens': ['does'],
    'doesnt': ['doesn\'t'],
    'doign': ['doing'],
    'dominaton': ['domination'],
    'dominent': ['dominant'],
    'dominiant': ['dominant'],
    'donig': ['doing'],
    'dosen\'t': ['doesn\'t'],
    'doub': ['doubt', 'daub'],
    'doulbe': ['double'],
    'dowloads': ['downloads'],
    'dramtic': ['dramatic'],
    'draughtman': ['draughtsman'],
    'Dravadian': ['Dravidian'],
    'dreasm': ['dreams'],
    'driectly': ['directly'],
    'drnik': ['drink'],
    'druming': ['drumming'],
    'drummless': ['drumless'],
    'dupicate': ['duplicate'],
    'durig': ['during'],
    'durring': ['during'],
    'duting': ['during'],
    'dyas': ['dryas'],
    'eahc': ['each'],
    'ealier': ['earlier'],
    'earlies': ['earliest'],
    'earnt': ['earned'],
    'ecclectic': ['eclectic'],
    'eceonomy': ['economy'],
    'ecidious': ['deciduous'],
    'eclispe': ['eclipse'],
    'ecomonic': ['economic'],
    'ect': ['etc'],
    'eearly': ['early'],
    'efel': ['evil'],
    'effeciency': ['efficiency'],
    'effecient': ['efficient'],
    'effeciently': ['efficiently'],
    'efficency': ['efficiency'],
    'efficent': ['efficient'],
    'efficently': ['efficiently'],
    'efford': ['effort', 'afford'],
    'effords': ['efforts', 'affords'],
    'effulence': ['effluence'],
    'eigth': ['eighth', 'eight'],
    'eiter': ['either'],
    'elction': ['election'],
    'electic': ['eclectic', 'electric'],
    'electon': ['election', 'electron'],
    'electrial': ['electrical'],
    'electricly': ['electrically'],
    'electricty': ['electricity'],
    'elementay': ['elementary'],
    'eleminated': ['eliminated'],
    'eleminating': ['eliminating'],
    'eles': ['eels'],
    'eletricity': ['electricity'],
    'elicided': ['elicited'],
    'eligable': ['eligible'],
    'elimentary': ['elementary'],
    'ellected': ['elected'],
    'elphant': ['elephant'],
    'embarass': ['embarrass'],
    'embarassed': ['embarrassed'],
    'embarassing': ['embarrassing'],
    'embarassment': ['embarrassment'],
    'embargos': ['embargoes'],
    'embarras': ['embarrass'],
    'embarrased': ['embarrassed'],
    'embarrasing': ['embarrassing'],
    'embarrasment': ['embarrassment'],
    'embezelled': ['embezzled'],
    'emblamatic': ['emblematic'],
    'eminate': ['emanate'],
    'eminated': ['emanated'],
    'emision': ['emission'],
    'emited': ['emitted'],
    'emiting': ['emitting'],
    'emition': ['emission', 'emotion'],
    'emmediately': ['immediately'],
    'emmigrated': ['emigrated', 'immigrated'],
    'emminent': ['eminent', 'imminent'],
    'emminently': ['eminently'],
    'emmisaries': ['emissaries'],
    'emmisarries': ['emissaries'],
    'emmisarry': ['emissary'],
    'emmisary': ['emissary'],
    'emmision': ['emission'],
    'emmisions': ['emissions'],
    'emmited': ['emitted'],
    'emmiting': ['emitting'],
    'emmitted': ['emitted'],
    'emmitting': ['emitting'],
    'emnity': ['enmity'],
    'emperical': ['empirical'],
    'emphaised': ['emphasised'],
    'emphsis': ['emphasis'],
    'emphysyma': ['emphysema'],
    'empirial': ['empirical', 'imperial'],
    'emprisoned': ['imprisoned'],
    'enameld': ['enameled'],
    'enchancement': ['enhancement'],
    'encouraing': ['encouraging'],
    'encryptiion': ['encryption'],
    'encylopedia': ['encyclopedia'],
    'endevors': ['endeavors'],
    'endevour': ['endeavour'],
    'endig': ['ending'],
    'endolithes': ['endoliths'],
    'enduce': ['induce'],
    'ened': ['need'],
    'enflamed': ['inflamed'],
    'enforceing': ['enforcing'],
    'engagment': ['engagement'],
    'engeneer': ['engineer'],
    'engeneering': ['engineering'],
    'engieneer': ['engineer'],
    'engieneers': ['engineers'],
    'enlargment': ['enlargement'],
    'enlargments': ['enlargements'],
    'Enlish': ['English', 'enlist'],
    'enourmous': ['enormous'],
    'enourmously': ['enormously'],
    'enrty': ['entry'],
    'ensconsed': ['ensconced'],
    'entaglements': ['entanglements'],
    'enteratinment': ['entertainment'],
    'enthusiatic': ['enthusiastic'],
    'entitity': ['entity'],
    'entitlied': ['entitled'],
    'entrepeneur': ['entrepreneur'],
    'entrepeneurs': ['entrepreneurs'],
    'entrys': ['entries'],
    'enviorment': ['environment'],
    'enviormental': ['environmental'],
    'enviormentally': ['environmentally'],
    'enviorments': ['environments'],
    'enviornment': ['environment'],
    'enviornmental': ['environmental'],
    'enviornmentalist': ['environmentalist'],
    'enviornmentally': ['environmentally'],
    'enviornments': ['environments'],
    'enviroment': ['environment'],
    'enviromental': ['environmental'],
    'enviromentalist': ['environmentalist'],
    'enviromentally': ['environmentally'],
    'enviroments': ['environments'],
    'envolutionary': ['evolutionary'],
    'envrionments': ['environments'],
    'enxt': ['next'],
    'epidsodes': ['episodes'],
    'epsiode': ['episode'],
    'equialent': ['equivalent'],
    'equilibium': ['equilibrium'],
    'equilibrum': ['equilibrium'],
    'equiped': ['equipped'],
    'equippment': ['equipment'],
    'equitorial': ['equatorial'],
    'equivelant': ['equivalent'],
    'equivelent': ['equivalent'],
    'equivilant': ['equivalent'],
    'equivilent': ['equivalent'],
    'equivlalent': ['equivalent'],
    'erally': ['orally', 'really'],
    'eratic': ['erratic'],
    'eratically': ['erratically'],
    'eraticly': ['erratically'],
    'erested': ['arrested', 'erected'],
    'errupted': ['erupted'],
    'esential': ['essential'],
    'esitmated': ['estimated'],
    'esle': ['else'],
    'especialy': ['especially'],
    'essencial': ['essential'],
    'essense': ['essence'],
    'essentail': ['essential'],
    'essentialy': ['essentially'],
    'essentual': ['essential'],
    'essesital': ['essential'],
    'estabishes': ['establishes'],
    'establising': ['establishing'],
    'ethnocentricm': ['ethnocentrism'],
    'ethose': ['those', 'ethos'],
    'Europian': ['European'],
    'Europians': ['Europeans'],
    'Eurpean': ['European'],
    'Eurpoean': ['European'],
    'evenhtually': ['eventually'],
    'eventally': ['eventually'],
    'eventhough': ['even though'],
    'eventially': ['eventually'],
    'eventualy': ['eventually'],
    'everthing': ['everything'],
    'everytime': ['every time'],
    'everyting': ['everything'],
    'eveyr': ['every'],
    'evidentally': ['evidently'],
    'exagerate': ['exaggerate'],
    'exagerated': ['exaggerated'],
    'exagerates': ['exaggerates'],
    'exagerating': ['exaggerating'],
    'exagerrate': ['exaggerate'],
    'exagerrated': ['exaggerated'],
    'exagerrates': ['exaggerates'],
    'exagerrating': ['exaggerating'],
    'examinated': ['examined'],
    'exampt': ['exempt'],
    'exapansion': ['expansion'],
    'excact': ['exact'],
    'excange': ['exchange'],
    'excecute': ['execute'],
    'excecuted': ['executed'],
    'excecutes': ['executes'],
    'excecuting': ['executing'],
    'excecution': ['execution'],
    'excedded': ['exceeded'],
    'excelent': ['excellent'],
    'excell': ['excel'],
    'excellance': ['excellence'],
    'excellant': ['excellent'],
    'excells': ['excels'],
    'excercise': ['exercise'],
    'exchanching': ['exchanging'],
    'excisted': ['existed'],
    'exculsivly': ['exclusively'],
    'execising': ['exercising'],
    'exection': ['execution'],
    'exectued': ['executed'],
    'exeedingly': ['exceedingly'],
    'exelent': ['excellent'],
    'exellent': ['excellent'],
    'exemple': ['example'],
    'exept': ['except'],
    'exeptional': ['exceptional'],
    'exerbate': ['exacerbate'],
    'exerbated': ['exacerbated'],
    'exerciese': ['exercises'],
    'exerpt': ['excerpt'],
    'exerpts': ['excerpts'],
    'exersize': ['exercise'],
    'exerternal': ['external'],
    'exhalted': ['exalted'],
    'exhibtion': ['exhibition'],
    'exibition': ['exhibition'],
    'exibitions': ['exhibitions'],
    'exicting': ['exciting'],
    'exinct': ['extinct'],
    'existance': ['existence'],
    'existant': ['existent'],
    'existince': ['existence'],
    'exliled': ['exiled'],
    'exludes': ['excludes'],
    'exmaple': ['example'],
    'exonorate': ['exonerate'],
    'exoskelaton': ['exoskeleton'],
    'expalin': ['explain'],
    'expatriot': ['expatriate'],
    'expeced': ['expected'],
    'expecially': ['especially'],
    'expeditonary': ['expeditionary'],
    'expeiments': ['experiments'],
    'expell': ['expel'],
    'expells': ['expels'],
    'experiance': ['experience'],
    'experianced': ['experienced'],
    'expiditions': ['expeditions'],
    'expierence': ['experience'],
    'explaination': ['explanation'],
    'explaning': ['explaining'],
    'explictly': ['explicitly'],
    'exploititive': ['exploitative'],
    'explotation': ['exploitation'],
    'expropiated': ['expropriated'],
    'expropiation': ['expropriation'],
    'exressed': ['expressed'],
    'extemely': ['extremely'],
    'extention': ['extension'],
    'extentions': ['extensions'],
    'extered': ['exerted'],
    'extermist': ['extremist'],
    'extint': ['extinct', 'extant'],
    'extradiction': ['extradition'],
    'extraterrestial': ['extraterrestrial'],
    'extraterrestials': ['extraterrestrials'],
    'extravagent': ['extravagant'],
    'extrememly': ['extremely'],
    'extremeophile': ['extremophile'],
    'extremly': ['extremely'],
    'extrordinarily': ['extraordinarily'],
    'extrordinary': ['extraordinary'],
    'eyar': ['year', 'eyas'],
    'eyars': ['years', 'eyas'],
    'eyasr': ['years', 'eyas'],
    'faciliate': ['facilitate'],
    'faciliated': ['facilitated'],
    'faciliates': ['facilitates'],
    'facilites': ['facilities'],
    'facillitate': ['facilitate'],
    'facinated': ['fascinated'],
    'facist': ['fascist'],
    'familes': ['families'],
    'familliar': ['familiar'],
    'famoust': ['famous'],
    'fanatism': ['fanaticism'],
    'Farenheit': ['Fahrenheit'],
    'fatc': ['fact'],
    'faught': ['fought'],
    'favoutrable': ['favourable'],
    'feasable': ['feasible'],
    'Febuary': ['February'],
    'Feburary': ['February'],
    'fedreally': ['federally'],
    'feromone': ['pheromone'],
    'fertily': ['fertility'],
    'fianite': ['finite'],
    'fianlly': ['finally'],
    'ficticious': ['fictitious'],
    'fictious': ['fictitious'],
    'fidn': ['find'],
    'fiel': ['feel', 'field', 'file', 'phial'],
    'fiels': ['feels', 'fields', 'files', 'phials'],
    'fiercly': ['fiercely'],
    'fightings': ['fighting'],
    'filiament': ['filament'],
    'fimilies': ['families'],
    'finacial': ['financial'],
    'finaly': ['finally'],
    'financialy': ['financially'],
    'firends': ['friends'],
    'firts': ['flirts', 'first'],
    'fisionable': ['fissionable'],
    'flamable': ['flammable'],
    'flawess': ['flawless'],
    'fleed': ['fled', 'freed'],
    'Flemmish': ['Flemish'],
    'florescent': ['fluorescent'],
    'flourescent': ['fluorescent'],
    'flourine': ['fluorine'],
    'fluorish': ['flourish'],
    'flourishment': ['flourishing'],
    'follwoing': ['following'],
    'folowing': ['following'],
    'fomed': ['formed'],
    'fomr': ['from', 'form'],
    'fonetic': ['phonetic'],
    'fontrier': ['fontier'],
    'foootball': ['football'],
    'forbad': ['forbade'],
    'forbiden': ['forbidden'],
    'foreward': ['foreword'],
    'forfiet': ['forfeit'],
    'forhead': ['forehead'],
    'foriegn': ['foreign'],
    'Formalhaut': ['Fomalhaut'],
    'formallize': ['formalize'],
    'formallized': ['formalized'],
    'formaly': ['formally', 'formerly'],
    'formelly': ['formerly'],
    'formidible': ['formidable'],
    'formost': ['foremost'],
    'forsaw': ['foresaw'],
    'forseeable': ['foreseeable'],
    'fortelling': ['foretelling'],
    'forunner': ['forerunner'],
    'foucs': ['focus'],
    'foudn': ['found'],
    'fougth': ['fought'],
    'foundaries': ['foundries'],
    'foundary': ['foundry'],
    'Foundland': ['Newfoundland'],
    'fourties': ['forties'],
    'fourty': ['forty'],
    'fouth': ['fourth'],
    'foward': ['forward'],
    'Fransiscan': ['Franciscan'],
    'Fransiscans': ['Franciscans'],
    'freind': ['friend'],
    'freindly': ['friendly'],
    'frequentily': ['frequently'],
    'frome': ['from'],
    'fromed': ['formed'],
    'froniter': ['frontier'],
    'fucntion': ['function'],
    'fucntioning': ['functioning'],
    'fufill': ['fulfill'],
    'fufilled': ['fulfilled'],
    'fulfiled': ['fulfilled'],
    'fullfill': ['fulfill'],
    'fullfilled': ['fulfilled'],
    'fundametal': ['fundamental'],
    'fundametals': ['fundamentals'],
    'funguses': ['fungi'],
    'funtion': ['function'],
    'furuther': ['further'],
    'futher': ['further'],
    'futhermore': ['furthermore'],
    'futhroc': ['futhark', 'futhorc'],
    'gae': ['game', 'Gael', 'gale'],
    'galatic': ['galactic'],
    'Galations': ['Galatians'],
    'gallaxies': ['galaxies'],
    'galvinized': ['galvanized'],
    'Gameboy': ['Game Boy'],
    'ganerate': ['generate'],
    'ganes': ['games'],
    'ganster': ['gangster'],
    'garantee': ['guarantee'],
    'garanteed': ['guaranteed'],
    'garantees': ['guarantees'],
    'gardai': ['gardaí'],
    'garnison': ['garrison'],
    'gauarana': ['guaraná'],
    'gaurantee': ['guarantee'],
    'gauranteed': ['guaranteed'],
    'gaurantees': ['guarantees'],
    'gaurd': ['guard', 'gourd'],
    'gaurentee': ['guarantee'],
    'gaurenteed': ['guaranteed'],
    'gaurentees': ['guarantees'],
    'geneological': ['genealogical'],
    'geneologies': ['genealogies'],
    'geneology': ['genealogy'],
    'generaly': ['generally'],
    'generatting': ['generating'],
    'genialia': ['genitalia'],
    'geographicial': ['geographical'],
    'geometrician': ['geometer'],
    'geometricians': ['geometers'],
    'gerat': ['great'],
    'Ghandi': ['Gandhi'],
    'glight': ['flight'],
    'gnawwed': ['gnawed'],
    'godess': ['goddess'],
    'godesses': ['goddesses'],
    'Godounov': ['Godunov'],
    'gogin': ['going', 'Gauguin'],
    'goign': ['going'],
    'gonig': ['going'],
    'Gothenberg': ['Gothenburg'],
    'Gottleib': ['Gottlieb'],
    'gouvener': ['governor'],
    'govement': ['government'],
    'govenment': ['government'],
    'govenrment': ['government'],
    'goverance': ['governance'],
    'goverment': ['government'],
    'govermental': ['governmental'],
    'governer': ['governor'],
    'governmnet': ['government'],
    'govorment': ['government'],
    'govormental': ['governmental'],
    'govornment': ['government'],
    'gracefull': ['graceful'],
    'graet': ['great'],
    'grafitti': ['graffiti'],
    'gramatically': ['grammatically'],
    'grammaticaly': ['grammatically'],
    'grammer': ['grammar'],
    'grat': ['great'],
    'gratuitious': ['gratuitous'],
    'greatful': ['grateful'],
    'greatfully': ['gratefully'],
    'greif': ['grief'],
    'gridles': ['griddles'],
    'gropu': ['group'],
    'grwo': ['grow'],
    'Guaduloupe': ['Guadalupe', 'Guadeloupe'],
    'Guadulupe': ['Guadalupe', 'Guadeloupe'],
    'guage': ['gauge'],
    'guarentee': ['guarantee'],
    'guarenteed': ['guaranteed'],
    'guarentees': ['guarantees'],
    'Guatamala': ['Guatemala'],
    'Guatamalan': ['Guatemalan'],
    'guerrila': ['guerrilla'],
    'guerrilas': ['guerrillas'],
    'guidence': ['guidance'],
    'Guilia': ['Giulia'],
    'Guilio': ['Giulio'],
    'Guiness': ['Guinness'],
    'Guiseppe': ['Giuseppe'],
    'gunanine': ['guanine'],
    'gurantee': ['guarantee'],
    'guranteed': ['guaranteed'],
    'gurantees': ['guarantees'],
    'guttaral': ['guttural'],
    'gutteral': ['guttural'],
    'habaeus': ['habeas'],
    'habeus': ['habeas'],
    'Habsbourg': ['Habsburg'],
    'haemorrage': ['haemorrhage'],
    'haev': ['have', 'heave'],
    'halarious': ['hilarious'],
    'Hallowean': ['Hallowe\'en', 'Halloween'],
    'halp': ['help'],
    'hapen': ['happen'],
    'hapened': ['happened'],
    'hapening': ['happening'],
    'happend': ['happened'],
    'happended': ['happened'],
    'happenned': ['happened'],
    'harased': ['harassed'],
    'harases': ['harasses'],
    'harasment': ['harassment'],
    'harasments': ['harassments'],
    'harassement': ['harassment'],
    'harras': ['harass'],
    'harrased': ['harassed'],
    'harrases': ['harasses'],
    'harrasing': ['harassing'],
    'harrasment': ['harassment'],
    'harrasments': ['harassments'],
    'harrassed': ['harassed'],
    'harrasses': ['harassed'],
    'harrassing': ['harassing'],
    'harrassment': ['harassment'],
    'harrassments': ['harassments'],
    'hasnt': ['hasn\'t'],
    'Hatian': ['Haitian'],
    'haviest': ['heaviest'],
    'headquarer': ['headquarter'],
    'headquater': ['headquarter'],
    'headquatered': ['headquartered'],
    'headquaters': ['headquarters'],
    'healthercare': ['healthcare'],
    'heared': ['heard'],
    'heathy': ['healthy'],
    'Heidelburg': ['Heidelberg'],
    'heigher': ['higher'],
    'heirarchy': ['hierarchy'],
    'heiroglyphics': ['hieroglyphics'],
    'helment': ['helmet'],
    'helpfull': ['helpful'],
    'helpped': ['helped'],
    'hemmorhage': ['hemorrhage'],
    'herad': ['heard', 'Hera'],
    'heridity': ['heredity'],
    'heroe': ['hero'],
    'heros': ['heroes'],
    'hertiage': ['heritage'],
    'hertzs': ['hertz'],
    'hesistant': ['hesitant'],
    'heterogenous': ['heterogeneous'],
    'hieght': ['height'],
    'hierachical': ['hierarchical'],
    'hierachies': ['hierarchies'],
    'hierachy': ['hierarchy'],
    'hierarcical': ['hierarchical'],
    'hierarcy': ['hierarchy'],
    'hieroglph': ['hieroglyph'],
    'hieroglphs': ['hieroglyphs'],
    'higer': ['higher'],
    'higest': ['highest'],
    'higway': ['highway'],
    'hillarious': ['hilarious'],
    'himselv': ['himself'],
    'hinderance': ['hindrance'],
    'hinderence': ['hindrance'],
    'hindrence': ['hindrance'],
    'hipopotamus': ['hippopotamus'],
    'hismelf': ['himself'],
    'histocompatability': ['histocompatibility'],
    'historicians': ['historians'],
    'hitsingles': ['hit singles'],
    'holf': ['hold'],
    'holliday': ['holiday'],
    'homestate': ['home state'],
    'homogeneize': ['homogenize'],
    'homogeneized': ['homogenized'],
    'honory': ['honorary'],
    'horrifing': ['horrifying'],
    'hosited': ['hoisted'],
    'hospitible': ['hospitable'],
    'hounour': ['honour'],
    'housr': ['hours', 'house'],
    'howver': ['however'],
    'hsitorians': ['historians'],
    'hstory': ['history'],
    'hten': ['then', 'hen', 'the'],
    'htere': ['there', 'here'],
    'htey': ['they'],
    'htikn': ['think'],
    'hting': ['thing'],
    'htink': ['think'],
    'htis': ['this'],
    'humer': ['humor', 'humour'],
    'humerous': ['humorous', 'humerus'],
    'huminoid': ['humanoid'],
    'humoural': ['humoral'],
    'humurous': ['humorous'],
    'husban': ['husband'],
    'hvae': ['have'],
    'hvaing': ['having'],
    'hvea': ['have', 'heave'],
    'hwihc': ['which'],
    'hwile': ['while'],
    'hwole': ['whole'],
    'hydogen': ['hydrogen'],
    'hydropile': ['hydrophile'],
    'hydropilic': ['hydrophilic'],
    'hydropobe': ['hydrophobe'],
    'hydropobic': ['hydrophobic'],
    'hygeine': ['hygiene'],
    'hypocracy': ['hypocrisy'],
    'hypocrasy': ['hypocrisy'],
    'hypocricy': ['hypocrisy'],
    'hypocrit': ['hypocrite'],
    'hypocrits': ['hypocrites'],
    'iconclastic': ['iconoclastic'],
    'idaeidae': ['idea'],
    'idaes': ['ideas'],
    'idealogies': ['ideologies'],
    'idealogy': ['ideology'],
    'identicial': ['identical'],
    'identifers': ['identifiers'],
    'ideosyncratic': ['idiosyncratic'],
    'idesa': ['ideas', 'ides'],
    'idiosyncracy': ['idiosyncrasy'],
    'Ihaca': ['Ithaca'],
    'illegimacy': ['illegitimacy'],
    'illegitmate': ['illegitimate'],
    'illess': ['illness'],
    'illiegal': ['illegal'],
    'illution': ['illusion'],
    'ilness': ['illness'],
    'ilogical': ['illogical'],
    'imagenary': ['imaginary'],
    'imagin': ['imagine'],
    'imaginery': ['imaginary', 'imagery'],
    'imanent': ['eminent', 'imminent'],
    'imcomplete': ['incomplete'],
    'imediately': ['immediately'],
    'imense': ['immense'],
    'imigrant': ['emigrant', 'immigrant'],
    'imigrated': ['emigrated', 'immigrated'],
    'imigration': ['emigration', 'immigration'],
    'iminent': ['eminent', 'imminent', 'immanent'],
    'immediatley': ['immediately'],
    'immediatly': ['immediately'],
    'immidately': ['immediately'],
    'immidiately': ['immediately'],
    'immitate': ['imitate'],
    'immitated': ['imitated'],
    'immitating': ['imitating'],
    'immitator': ['imitator'],
    'immunosupressant': ['immunosuppressant'],
    'impecabbly': ['impeccably'],
    'impedence': ['impedance'],
    'implamenting': ['implementing'],
    'impliment': ['implement'],
    'implimented': ['implemented'],
    'imploys': ['employs'],
    'importamt': ['important'],
    'impressario': ['impresario'],
    'imprioned': ['imprisoned'],
    'imprisonned': ['imprisoned'],
    'improvision': ['improvisation'],
    'improvments': ['improvements'],
    'inablility': ['inability'],
    'inaccessable': ['inaccessible'],
    'inadiquate': ['inadequate'],
    'inadquate': ['inadequate'],
    'inadvertant': ['inadvertent'],
    'inadvertantly': ['inadvertently'],
    'inagurated': ['inaugurated'],
    'inaguration': ['inauguration'],
    'inappropiate': ['inappropriate'],
    'inaugures': ['inaugurates'],
    'inbalance': ['imbalance'],
    'inbalanced': ['imbalanced'],
    'inbetween': ['between'],
    'incarcirated': ['incarcerated'],
    'incidentially': ['incidentally'],
    'incidently': ['incidentally'],
    'inclreased': ['increased'],
    'includ': ['include'],
    'includng': ['including'],
    'incompatabilities': ['incompatibilities'],
    'incompatability': ['incompatibility'],
    'incompatable': ['incompatible'],
    'incompatablities': ['incompatibilities'],
    'incompatablity': ['incompatibility'],
    'incompatiblities': ['incompatibilities'],
    'incompatiblity': ['incompatibility'],
    'incompetance': ['incompetence'],
    'incompetant': ['incompetent'],
    'incomptable': ['incompatible'],
    'incomptetent': ['incompetent'],
    'inconsistant': ['inconsistent'],
    'incoroporated': ['incorporated'],
    'incorperation': ['incorporation'],
    'incorportaed': ['incorporated'],
    'incorprates': ['incorporates'],
    'incorruptable': ['incorruptible'],
    'incramentally': ['incrementally'],
    'increadible': ['incredible'],
    'incredable': ['incredible'],
    'inctroduce': ['introduce'],
    'inctroduced': ['introduced'],
    'incuding': ['including'],
    'incunabla': ['incunabula'],
    'indefinately': ['indefinitely'],
    'indefineable': ['undefinable'],
    'indefinitly': ['indefinitely'],
    'indentical': ['identical'],
    'indepedantly': ['independently'],
    'indepedence': ['independence'],
    'independance': ['independence'],
    'independant': ['independent'],
    'independantly': ['independently'],
    'independece': ['independence'],
    'independendet': ['independent'],
    'indespensable': ['indispensable'],
    'indespensible': ['indispensable'],
    'indictement': ['indictment'],
    'indigineous': ['indigenous'],
    'indipendence': ['independence'],
    'indipendent': ['independent'],
    'indipendently': ['independently'],
    'indispensible': ['indispensable'],
    'indisputible': ['indisputable'],
    'indisputibly': ['indisputably'],
    'indite': ['indict'],
    'individualy': ['individually'],
    'indpendent': ['independent'],
    'indpendently': ['independently'],
    'indulgue': ['indulge'],
    'indutrial': ['industrial'],
    'indviduals': ['individuals'],
    'inefficienty': ['inefficiently'],
    'inevatible': ['inevitable'],
    'inevitible': ['inevitable'],
    'inevititably': ['inevitably'],
    'infalability': ['infallibility'],
    'infallable': ['infallible'],
    'infectuous': ['infectious'],
    'infered': ['inferred'],
    'infilitrate': ['infiltrate'],
    'infilitrated': ['infiltrated'],
    'infilitration': ['infiltration'],
    'infinit': ['infinite'],
    'inflamation': ['inflammation'],
    'influencial': ['influential'],
    'influented': ['influenced'],
    'infomation': ['information'],
    'informtion': ['information'],
    'infrantryman': ['infantryman'],
    'infrigement': ['infringement'],
    'ingenius': ['ingenious'],
    'ingreediants': ['ingredients'],
    'inhabitans': ['inhabitants'],
    'inherantly': ['inherently'],
    'inheritage': ['heritage', 'inheritance'],
    'inheritence': ['inheritance'],
    'inital': ['initial'],
    'initalize': ['initialize'],
    'initally': ['initially'],
    'initalization': ['initialization'],
    'initation': ['initiation'],
    'initiaitive': ['initiative'],
    'inlcuding': ['including'],
    'inmigrant': ['immigrant'],
    'inmigrants': ['immigrants'],
    'innoculated': ['inoculated'],
    'inocence': ['innocence'],
    'inofficial': ['unofficial'],
    'inot': ['into'],
    'inpeach': ['impeach'],
    'inpolite': ['impolite'],
    'inprisonment': ['imprisonment'],
    'inproving': ['improving'],
    'insectiverous': ['insectivorous'],
    'insensative': ['insensitive'],
    'inseperable': ['inseparable'],
    'insistance': ['insistence'],
    'insitution': ['institution'],
    'insitutions': ['institutions'],
    'inspite': ['in spite', 'inspire'],
    'instade': ['instead'],
    'instatance': ['instance'],
    'institue': ['institute'],
    'instuction': ['instruction'],
    'instuments': ['instruments'],
    'instutionalized': ['institutionalized'],
    'instutions': ['intuitions'],
    'insurence': ['insurance'],
    'intelectual': ['intellectual'],
    'inteligence': ['intelligence'],
    'inteligent': ['intelligent'],
    'intenational': ['international'],
    'intented': ['intended', 'indented'],
    'intepretation': ['interpretation'],
    'intepretator': ['interpretor'],
    'interational': ['international'],
    'interbread': ['interbreed', 'interbred'],
    'interchangable': ['interchangeable'],
    'interchangably': ['interchangeably'],
    'intercontinetal': ['intercontinental'],
    'intered': ['interred', 'interned'],
    'interelated': ['interrelated'],
    'interferance': ['interference'],
    'interfereing': ['interfering'],
    'intergrated': ['integrated'],
    'intergration': ['integration'],
    'interm': ['interim'],
    'internation': ['international'],
    'interpet': ['interpret'],
    'interrim': ['interim'],
    'interrugum': ['interregnum'],
    'intertaining': ['entertaining'],
    'interupt': ['interrupt'],
    'intervines': ['intervenes'],
    'intevene': ['intervene'],
    'intial': ['initial'],
    'intially': ['initially'],
    'intrduced': ['introduced'],
    'intrest': ['interest'],
    'introdued': ['introduced'],
    'intruduced': ['introduced'],
    'intrument': ['instrument'],
    'intrumental': ['instrumental'],
    'intruments': ['instruments'],
    'intrusted': ['entrusted'],
    'intutive': ['intuitive'],
    'intutively': ['intuitively'],
    'inudstry': ['industry'],
    'inumerable': ['enumerable', 'innumerable'],
    'inventer': ['inventor'],
    'invertibrates': ['invertebrates'],
    'investingate': ['investigate'],
    'involvment': ['involvement'],
    'irelevent': ['irrelevant'],
    'iresistable': ['irresistible'],
    'iresistably': ['irresistibly'],
    'iresistible': ['irresistible'],
    'iresistibly': ['irresistibly'],
    'iritable': ['irritable'],
    'iritated': ['irritated'],
    'ironicly': ['ironically'],
    'irregardless': ['regardless'],
    'irrelevent': ['irrelevant'],
    'irreplacable': ['irreplaceable'],
    'irresistable': ['irresistible'],
    'irresistably': ['irresistibly'],
    'isnt': ['isn\'t'],
    'Israelies': ['Israelis'],
    'issueing': ['issuing'],
    'itnroduced': ['introduced'],
    'iunior': ['junior'],
    'iwll': ['will'],
    'iwth': ['with'],
    'Janurary': ['January'],
    'Januray': ['January'],
    'Japanes': ['Japanese'],
    'jaques': ['jacques'],
    'jeapardy': ['jeopardy'],
    'jewllery': ['jewellery'],
    'Johanine': ['Johannine'],
    'jorunal': ['journal'],
    'Jospeh': ['Joseph'],
    'jouney': ['journey'],
    'journied': ['journeyed'],
    'journies': ['journeys'],
    'jstu': ['just'],
    'jsut': ['just'],
    'Juadaism': ['Judaism'],
    'Juadism': ['Judaism'],
    'judical': ['judicial'],
    'judisuary': ['judiciary'],
    'juducial': ['judicial'],
    'juristiction': ['jurisdiction'],
    'juristictions': ['jurisdictions'],
    'kindergarden': ['kindergarten'],
    'klenex': ['kleenex'],
    'knifes': ['knives'],
    'knive': ['knife'],
    'knowlege': ['knowledge'],
    'knowlegeable': ['knowledgeable'],
    'knwo': ['know'],
    'knwos': ['knows'],
    'konw': ['know'],
    'konws': ['knows'],
    'kwno': ['know'],
    'labatory': ['lavatory', 'laboratory'],
    'labled': ['labelled', 'labeled'],
    'labratory': ['laboratory'],
    'laguage': ['language'],
    'laguages': ['languages'],
    'larg': ['large'],
    'largst': ['largest'],
    'larrry': ['larry'],
    'lastr': ['last'],
    'lattitude': ['latitude'],
    'launchs': ['launch', 'launches'],
    'launhed': ['launched'],
    'lavae': ['larvae'],
    'layed': ['laid'],
    'lazyness': ['laziness'],
    'leage': ['league'],
    'leanr': ['lean', 'learn', 'leaner'],
    'leathal': ['lethal'],
    'lefted': ['left'],
    'legitamate': ['legitimate'],
    'legitmate': ['legitimate'],
    'leibnitz': ['leibniz'],
    'lenght': ['length'],
    'leran': ['learn'],
    'lerans': ['learns'],
    'leutenant': ['lieutenant'],
    'levetate': ['levitate'],
    'levetated': ['levitated'],
    'levetates': ['levitates'],
    'levetating': ['levitating'],
    'levle': ['level'],
    'liasion': ['liaison'],
    'liason': ['liaison'],
    'liasons': ['liaisons'],
    'libary': ['library'],
    'libell': ['libel'],
    'libguistic': ['linguistic'],
    'libguistics': ['linguistics'],
    'libitarianisn': ['libertarianism'],
    'lible': ['libel', 'liable'],
    'lieing': ['lying'],
    'liek': ['like'],
    'liekd': ['liked'],
    'liesure': ['leisure'],
    'lieuenant': ['lieutenant'],
    'lieved': ['lived'],
    'liftime': ['lifetime'],
    'lightyear': ['light year'],
    'lightyears': ['light years'],
    'likelyhood': ['likelihood'],
    'linnaena': ['linnaean'],
    'lippizaner': ['lipizzaner'],
    'liquify': ['liquefy'],
    'liscense': ['license', 'licence'],
    'lisence': ['license', 'licence'],
    'lisense': ['license', 'licence'],
    'listners': ['listeners'],
    'litature': ['literature'],
    'literaly': ['literally'],
    'literture': ['literature'],
    'littel': ['little'],
    'litterally': ['literally'],
    'liuke': ['like'],
    'livley': ['lively'],
    'lmits': ['limits'],
    'loev': ['love'],
    'lonelyness': ['loneliness'],
    'longitudonal': ['longitudinal'],
    'lonley': ['lonely'],
    'lonly': ['lonely', 'only'],
    'loosing': ['losing'],
    'lotharingen': ['lothringen'],
    'lsat': ['last'],
    'lukid': ['likud'],
    'lveo': ['love'],
    'lvoe': ['love'],
    'Lybia': ['Libya'],
    'maching': ['machine', 'marching', 'matching'],
    'mackeral': ['mackerel'],
    'magasine': ['magazine'],
    'magincian': ['magician'],
    'magnificient': ['magnificent'],
    'magolia': ['magnolia'],
    'mailny': ['mainly'],
    'maintainance': ['maintenance'],
    'maintainence': ['maintenance'],
    'maintance': ['maintenance'],
    'maintenence': ['maintenance'],
    'maintinaing': ['maintaining'],
    'maintioned': ['mentioned'],
    'majoroty': ['majority'],
    'maked': ['marked', 'made'],
    'makse': ['makes'],
    'Malcom': ['Malcolm'],
    'maltesian': ['Maltese'],
    'mamal': ['mammal'],
    'mamalian': ['mammalian'],
    'managable': ['manageable', 'manageably'],
    'managment': ['management'],
    'maneouvre': ['manoeuvre'],
    'maneouvred': ['manoeuvred'],
    'maneouvres': ['manoeuvres'],
    'maneouvring': ['manoeuvring'],
    'manisfestations': ['manifestations'],
    'manoeuverability': ['maneuverability'],
    'manouver': ['maneuver', 'manoeuvre'],
    'manouverability': ['maneuverability', 'manoeuvrability',
                        'manoeuverability'],
    'manouverable': ['maneuverable', 'manoeuvrable'],
    'manouvers': ['maneuvers', 'manoeuvres'],
    'mantained': ['maintained'],
    'manuever': ['maneuver', 'manoeuvre'],
    'manuevers': ['maneuvers', 'manoeuvres'],
    'manufacturedd': ['manufactured'],
    'manufature': ['manufacture'],
    'manufatured': ['manufactured'],
    'manufaturing': ['manufacturing'],
    'manuver': ['maneuver'],
    'mariage': ['marriage'],
    'marjority': ['majority'],
    'markes': ['marks'],
    'marketting': ['marketing'],
    'marmelade': ['marmalade'],
    'marrage': ['marriage'],
    'marraige': ['marriage'],
    'marrtyred': ['martyred'],
    'marryied': ['married'],
    'Massachussets': ['Massachusetts'],
    'Massachussetts': ['Massachusetts'],
    'massmedia': ['mass media'],
    'masterbation': ['masturbation'],
    'mataphysical': ['metaphysical'],
    'materalists': ['materialist'],
    'mathamatics': ['mathematics'],
    'mathematican': ['mathematician'],
    'mathematicas': ['mathematics'],
    'matheticians': ['mathematicians'],
    'mathmatically': ['mathematically'],
    'mathmatician': ['mathematician'],
    'mathmaticians': ['mathematicians'],
    'mccarthyst': ['mccarthyist'],
    'mchanics': ['mechanics'],
    'meaninng': ['meaning'],
    'mear': ['wear', 'mere', 'mare'],
    'mechandise': ['merchandise'],
    'medacine': ['medicine'],
    'medeival': ['medieval'],
    'medevial': ['medieval'],
    'mediciney': ['mediciny'],
    'medievel': ['medieval'],
    'mediterainnean': ['mediterranean'],
    'Mediteranean': ['Mediterranean'],
    'meerkrat': ['meerkat'],
    'melieux': ['milieux'],
    'membranaphone': ['membranophone'],
    'memeber': ['member'],
    'menally': ['mentally'],
    'meranda': ['veranda', 'Miranda'],
    'mercentile': ['mercantile'],
    'messanger': ['messenger'],
    'messenging': ['messaging'],
    'metalic': ['metallic'],
    'metalurgic': ['metallurgic'],
    'metalurgical': ['metallurgical'],
    'metalurgy': ['metallurgy'],
    'metamorphysis': ['metamorphosis'],
    'metaphoricial': ['metaphorical'],
    'meterologist': ['meteorologist'],
    'meterology': ['meteorology'],
    'methaphor': ['metaphor'],
    'methaphors': ['metaphors'],
    'Michagan': ['Michigan'],
    'micoscopy': ['microscopy'],
    'midwifes': ['midwives'],
    'mileau': ['milieu'],
    'milennia': ['millennia'],
    'milennium': ['millennium'],
    'mileu': ['milieu'],
    'miliary': ['military'],
    'milion': ['million'],
    'miliraty': ['military'],
    'millenia': ['millennia'],
    'millenial': ['millennial'],
    'millenialism': ['millennialism'],
    'millenium': ['millennium'],
    'millepede': ['millipede'],
    'millioniare': ['millionaire'],
    'millitary': ['military'],
    'millon': ['million'],
    'miltary': ['military'],
    'minature': ['miniature'],
    'minerial': ['mineral'],
    'miniscule': ['minuscule'],
    'ministery': ['ministry'],
    'minstries': ['ministries'],
    'minstry': ['ministry'],
    'minumum': ['minimum'],
    'mirrorred': ['mirrored'],
    'miscelaneous': ['miscellaneous'],
    'miscellanious': ['miscellaneous'],
    'miscellanous': ['miscellaneous'],
    'mischeivous': ['mischievous'],
    'mischevious': ['mischievous'],
    'mischievious': ['mischievous'],
    'misdameanor': ['misdemeanor'],
    'misdameanors': ['misdemeanors'],
    'misdemenor': ['misdemeanor'],
    'misdemenors': ['misdemeanors'],
    'misfourtunes': ['misfortunes'],
    'misile': ['missile'],
    'Misouri': ['Missouri'],
    'mispell': ['misspell'],
    'mispelled': ['misspelled'],
    'mispelling': ['misspelling'],
    'missen': ['mizzen'],
    'Missisipi': ['Mississippi'],
    'Missisippi': ['Mississippi'],
    'missle': ['missile'],
    'missonary': ['missionary'],
    'misterious': ['mysterious'],
    'mistery': ['mystery'],
    'misteryous': ['mysterious'],
    'mkae': ['make'],
    'mkaes': ['makes'],
    'mkaing': ['making'],
    'mkea': ['make'],
    'moderm': ['modem'],
    'modle': ['model'],
    'moent': ['moment'],
    'moeny': ['money'],
    'mohammedans': ['muslims'],
    'moil': ['mohel', 'soil'],
    'moleclues': ['molecules'],
    'momento': ['memento'],
    'monestaries': ['monasteries'],
    'monestary': ['monastery', 'monetary'],
    'monickers': ['monikers'],
    'monolite': ['monolithic'],
    'Monserrat': ['Montserrat'],
    'montains': ['mountains'],
    'montanous': ['mountainous'],
    'Montnana': ['Montana'],
    'monts': ['months'],
    'montypic': ['monotypic'],
    'moreso': ['more', 'more so'],
    'morgage': ['mortgage'],
    'Morisette': ['Morissette'],
    'Morrisette': ['Morissette'],
    'morroccan': ['moroccan'],
    'morrocco': ['morocco'],
    'morroco': ['morocco'],
    'mortage': ['mortgage'],
    'mosture': ['moisture'],
    'motiviated': ['motivated'],
    'mounth': ['month'],
    'movei': ['movie'],
    'movment': ['movement'],
    'mroe': ['more'],
    'mucuous': ['mucous'],
    'muder': ['murder'],
    'mudering': ['murdering'],
    'muhammadan': ['muslim'],
    'multicultralism': ['multiculturalism'],
    'multipled': ['multiplied'],
    'multiplers': ['multipliers'],
    'munbers': ['numbers'],
    'muncipalities': ['municipalities'],
    'muncipality': ['municipality'],
    'munnicipality': ['municipality'],
    'muscels': ['mussels', 'muscles'],
    'muscial': ['musical'],
    'muscician': ['musician'],
    'muscicians': ['musicians'],
    'mutiliated': ['mutilated'],
    'myraid': ['myriad'],
    'mysef': ['myself'],
    'mysogynist': ['misogynist'],
    'mysogyny': ['misogyny'],
    'mysterous': ['mysterious'],
    'Mythraic': ['Mithraic'],
    'naieve': ['naive'],
    'Naploeon': ['Napoleon'],
    'Napolean': ['Napoleon'],
    'Napoleonian': ['Napoleonic'],
    'naturaly': ['naturally'],
    'naturely': ['naturally'],
    'naturual': ['natural'],
    'naturually': ['naturally'],
    'Nazereth': ['Nazareth'],
    'neccesarily': ['necessarily'],
    'neccesary': ['necessary'],
    'neccessarily': ['necessarily'],
    'neccessary': ['necessary'],
    'neccessities': ['necessities'],
    'necesarily': ['necessarily'],
    'necesary': ['necessary'],
    'necessiate': ['necessitate'],
    'neglible': ['negligible'],
    'negligable': ['negligible'],
    'negociate': ['negotiate'],
    'negociation': ['negotiation'],
    'negociations': ['negotiations'],
    'negotation': ['negotiation'],
    'neice': ['niece', 'nice'],
    'neigborhood': ['neighborhood'],
    'neigbour': ['neighbour', 'neighbor'],
    'neigbourhood': ['neighbourhood'],
    'neigbouring': ['neighbouring', 'neighboring'],
    'neigbours': ['neighbours', 'neighbors'],
    'neolitic': ['neolithic'],
    'nessasarily': ['necessarily'],
    'nessecary': ['necessary'],
    'nestin': ['nesting'],
    'neverthless': ['nevertheless'],
    'newletters': ['newsletters'],
    'Newyorker': ['New Yorker'],
    'nickle': ['nickel'],
    'nightime': ['nighttime'],
    'nineth': ['ninth'],
    'ninteenth': ['nineteenth'],
    'ninties': ['1990s'],
    'ninty': ['ninety'],
    'nkow': ['know'],
    'nkwo': ['know'],
    'nmae': ['name'],
    'noncombatents': ['noncombatants'],
    'nonsence': ['nonsense'],
    'nontheless': ['nonetheless'],
    'noone': ['no one'],
    'norhern': ['northern'],
    'northen': ['northern'],
    'northereastern': ['northeastern'],
    'notabley': ['notably'],
    'noteable': ['notable'],
    'noteably': ['notably'],
    'noteriety': ['notoriety'],
    'noth': ['north'],
    'nothern': ['northern'],
    'noticable': ['noticeable'],
    'noticably': ['noticeably'],
    'noticeing': ['noticing'],
    'noticible': ['noticeable'],
    'notwhithstanding': ['notwithstanding'],
    'noveau': ['nouveau'],
    'Novermber': ['November'],
    'nowdays': ['nowadays'],
    'nowe': ['now'],
    'nto': ['not'],
    'nucular': ['nuclear'],
    'nuculear': ['nuclear'],
    'nuisanse': ['nuisance'],
    'Nullabour': ['Nullarbor'],
    'numberous': ['numerous'],
    'Nuremburg': ['Nuremberg'],
    'nusance': ['nuisance'],
    'nutritent': ['nutrient'],
    'nutritents': ['nutrients'],
    'nuturing': ['nurturing'],
    'obediance': ['obedience'],
    'obediant': ['obedient'],
    'obession': ['obsession'],
    'obssessed': ['obsessed'],
    'obstacal': ['obstacle'],
    'obstancles': ['obstacles'],
    'obstruced': ['obstructed'],
    'ocasion': ['occasion'],
    'ocasional': ['occasional'],
    'ocasionally': ['occasionally'],
    'ocasionaly': ['occasionally'],
    'ocasioned': ['occasioned'],
    'ocasions': ['occasions'],
    'ocassion': ['occasion'],
    'ocassional': ['occasional'],
    'ocassionally': ['occasionally'],
    'ocassionaly': ['occasionally'],
    'ocassioned': ['occasioned'],
    'ocassions': ['occasions'],
    'occaison': ['occasion'],
    'occassion': ['occasion'],
    'occassional': ['occasional'],
    'occassionally': ['occasionally'],
    'occassionaly': ['occasionally'],
    'occassioned': ['occasioned'],
    'occassions': ['occasions'],
    'occationally': ['occasionally'],
    'occour': ['occur'],
    'occurance': ['occurrence'],
    'occurances': ['occurrences'],
    'occured': ['occurred'],
    'occurence': ['occurrence'],
    'occurences': ['occurrences'],
    'occuring': ['occurring'],
    'occurr': ['occur'],
    'occurrance': ['occurrence'],
    'occurrances': ['occurrences'],
    'octohedra': ['octahedra'],
    'octohedral': ['octahedral'],
    'octohedron': ['octahedron'],
    'ocuntries': ['countries'],
    'ocuntry': ['country'],
    'ocurr': ['occur'],
    'ocurrance': ['occurrence'],
    'ocurred': ['occurred'],
    'ocurrence': ['occurrence'],
    'offcers': ['officers'],
    'offcially': ['officially'],
    'offereings': ['offerings'],
    'offical': ['official'],
    'offically': ['officially'],
    'officals': ['officials'],
    'officaly': ['officially'],
    'officialy': ['officially'],
    'offred': ['offered'],
    'oftenly': ['often'],
    'oging': ['going', 'ogling'],
    'ok': ['OK'],
    'omision': ['omission'],
    'omited': ['omitted'],
    'omiting': ['omitting'],
    'omlette': ['omelette'],
    'ommision': ['omission'],
    'ommited': ['omitted'],
    'ommiting': ['omitting'],
    'ommitted': ['omitted'],
    'ommitting': ['omitting'],
    'omniverous': ['omnivorous'],
    'omniverously': ['omnivorously'],
    'omre': ['more'],
    'onot': ['note', 'not'],
    'onyl': ['only'],
    'openess': ['openness'],
    'oponent': ['opponent'],
    'oportunity': ['opportunity'],
    'opose': ['oppose'],
    'oposite': ['opposite'],
    'oposition': ['opposition'],
    'oppenly': ['openly'],
    'oppinion': ['opinion'],
    'opponant': ['opponent'],
    'oppononent': ['opponent'],
    'oppositition': ['opposition'],
    'oppossed': ['opposed'],
    'opprotunity': ['opportunity'],
    'opression': ['oppression'],
    'opressive': ['oppressive'],
    'opthalmic': ['ophthalmic'],
    'opthalmologist': ['ophthalmologist'],
    'opthalmology': ['ophthalmology'],
    'opthamologist': ['ophthalmologist'],
    'optmizations': ['optimizations'],
    'optomism': ['optimism'],
    'orded': ['ordered'],
    'organim': ['organism'],
    'organistion': ['organisation'],
    'organiztion': ['organization'],
    'orgin': ['origin', 'organ'],
    'orginal': ['original'],
    'orginally': ['originally'],
    'orginize': ['organise'],
    'oridinarily': ['ordinarily'],
    'origanaly': ['originally'],
    'originall': ['original', 'originally'],
    'originaly': ['originally'],
    'originially': ['originally'],
    'originnally': ['originally'],
    'origional': ['original'],
    'orignally': ['originally'],
    'orignially': ['originally'],
    'otehr': ['other'],
    'oublisher': ['publisher'],
    'ouevre': ['oeuvre'],
    'oustanding': ['outstanding'],
    'overshaddowed': ['overshadowed'],
    'overthere': ['over there'],
    'overwelming': ['overwhelming'],
    'overwheliming': ['overwhelming'],
    'owrk': ['work'],
    'owudl': ['would'],
    'oxigen': ['oxygen'],
    'oximoron': ['oxymoron'],
    'p0enis': ['penis'],
    'paide': ['paid'],
    'paitience': ['patience'],
    'palce': ['place', 'palace'],
    'paleolitic': ['paleolithic'],
    'paliamentarian': ['parliamentarian'],
    'Palistian': ['Palestinian'],
    'Palistinian': ['Palestinian'],
    'Palistinians': ['Palestinians'],
    'pallete': ['palette'],
    'pamflet': ['pamphlet'],
    'pamplet': ['pamphlet'],
    'pantomine': ['pantomime'],
    'Papanicalou': ['Papanicolaou'],
    'paralel': ['parallel'],
    'paralell': ['parallel'],
    'paralelly': ['parallelly'],
    'paralely': ['parallelly'],
    'parallely': ['parallelly'],
    'paranthesis': ['parenthesis'],
    'paraphenalia': ['paraphernalia'],
    'parellels': ['parallels'],
    'parituclar': ['particular'],
    'parliment': ['parliament'],
    'parrakeets': ['parakeets'],
    'parralel': ['parallel'],
    'parrallel': ['parallel'],
    'parrallell': ['parallel'],
    'parrallelly': ['parallelly'],
    'parrallely': ['parallelly'],
    'partialy': ['partially'],
    'particually': ['particularly'],
    'particualr': ['particular'],
    'particuarly': ['particularly'],
    'particularily': ['particularly'],
    'particulary': ['particularly'],
    'pary': ['party'],
    'pased': ['passed'],
    'pasengers': ['passengers'],
    'passerbys': ['passersby'],
    'pasttime': ['pastime'],
    'pastural': ['pastoral'],
    'paticular': ['particular'],
    'pattented': ['patented'],
    'pavillion': ['pavilion'],
    'payed': ['paid'],
    'pblisher': ['publisher'],
    'pbulisher': ['publisher'],
    'peacefuland': ['peaceful and'],
    'peageant': ['pageant'],
    'peculure': ['peculiar'],
    'pedestrain': ['pedestrian'],
    'peformed': ['performed'],
    'peice': ['piece'],
    'Peloponnes': ['Peloponnesus'],
    'penatly': ['penalty'],
    'penerator': ['penetrator'],
    'penisula': ['peninsula'],
    'penisular': ['peninsular'],
    'penninsula': ['peninsula'],
    'penninsular': ['peninsular'],
    'pennisula': ['peninsula'],
    'Pennyslvania': ['Pennsylvania'],
    'pensinula': ['peninsula'],
    'peom': ['poem'],
    'peoms': ['poems'],
    'peopel': ['people'],
    'peotry': ['poetry'],
    'perade': ['parade'],
    'percepted': ['perceived'],
    'percieve': ['perceive'],
    'percieved': ['perceived'],
    'perenially': ['perennially'],
    'perfomance': ['performance'],
    'perfomers': ['performers'],
    'performence': ['performance'],
    'performes': ['performed', 'performs'],
    'perhasp': ['perhaps'],
    'perheaps': ['perhaps'],
    'perhpas': ['perhaps'],
    'peripathetic': ['peripatetic'],
    'peristent': ['persistent'],
    'perjery': ['perjury'],
    'perjorative': ['pejorative'],
    'permanant': ['permanent'],
    'permenant': ['permanent'],
    'permenantly': ['permanently'],
    'permissable': ['permissible'],
    'perogative': ['prerogative'],
    'peronal': ['personal'],
    'perosnality': ['personality'],
    'perphas': ['perhaps'],
    'perpindicular': ['perpendicular'],
    'perseverence': ['perseverance'],
    'persistance': ['persistence'],
    'persistant': ['persistent'],
    'personel': ['personnel', 'personal'],
    'personell': ['personnel'],
    'personnell': ['personnel'],
    'persuded': ['persuaded'],
    'persue': ['pursue'],
    'persued': ['pursued'],
    'persuing': ['pursuing'],
    'persuit': ['pursuit'],
    'persuits': ['pursuits'],
    'pertubation': ['perturbation'],
    'pertubations': ['perturbations'],
    'pessiary': ['pessary'],
    'petetion': ['petition'],
    'Pharoah': ['Pharaoh'],
    'phenomenom': ['phenomenon'],
    'phenomenonal': ['phenomenal'],
    'phenomenonly': ['phenomenally'],
    'phenomonenon': ['phenomenon'],
    'phenomonon': ['phenomenon'],
    'phenonmena': ['phenomena'],
    'Philipines': ['Philippines'],
    'philisopher': ['philosopher'],
    'philisophical': ['philosophical'],
    'philisophy': ['philosophy'],
    'Phillipine': ['Philippine'],
    'Phillipines': ['Philippines'],
    'Phillippines': ['Philippines'],
    'phillosophically': ['philosophically'],
    'philospher': ['philosopher'],
    'philosphies': ['philosophies'],
    'philosphy': ['philosophy'],
    'Phonecian': ['Phoenecian'],
    'phongraph': ['phonograph'],
    'phylosophical': ['philosophical'],
    'physicaly': ['physically'],
    'piblisher': ['publisher'],
    'pich': ['pitch'],
    'pilgrimmage': ['pilgrimage'],
    'pilgrimmages': ['pilgrimages'],
    'pinapple': ['pineapple'],
    'pinnaple': ['pineapple'],
    'pinoneered': ['pioneered'],
    'plagarism': ['plagiarism'],
    'planation': ['plantation'],
    'planed': ['planned'],
    'plantiff': ['plaintiff'],
    'plateu': ['plateau'],
    'plausable': ['plausible'],
    'playright': ['playwright'],
    'playwrite': ['playwright'],
    'playwrites': ['playwrights'],
    'pleasent': ['pleasant'],
    'plebicite': ['plebiscite'],
    'plesant': ['pleasant'],
    'poenis': ['penis'],
    'poeoples': ['peoples'],
    'poety': ['poetry'],
    'poisin': ['poison'],
    'polical': ['political'],
    'polinator': ['pollinator'],
    'polinators': ['pollinators'],
    'politican': ['politician'],
    'politicans': ['politicians'],
    'poltical': ['political'],
    'polute': ['pollute'],
    'poluted': ['polluted'],
    'polutes': ['pollutes'],
    'poluting': ['polluting'],
    'polution': ['pollution'],
    'polyphonyic': ['polyphonic'],
    'polysaccaride': ['polysaccharide'],
    'polysaccharid': ['polysaccharide'],
    'pomegranite': ['pomegranate'],
    'pomotion': ['promotion'],
    'poportional': ['proportional'],
    'popoulation': ['population'],
    'popularaty': ['popularity'],
    'populare': ['popular'],
    'populer': ['popular'],
    'portait': ['portrait'],
    'portayed': ['portrayed'],
    'portraing': ['portraying'],
    'Portugese': ['Portuguese'],
    'portuguease': ['portuguese'],
    'portugues': ['Portuguese'],
    'posess': ['possess'],
    'posessed': ['possessed'],
    'posesses': ['possesses'],
    'posessing': ['possessing'],
    'posession': ['possession'],
    'posessions': ['possessions'],
    'posion': ['poison'],
    'positon': ['position', 'positron'],
    'possable': ['possible'],
    'possably': ['possibly'],
    'posseses': ['possesses'],
    'possesing': ['possessing'],
    'possesion': ['possession'],
    'possessess': ['possesses'],
    'possibile': ['possible'],
    'possibilty': ['possibility'],
    'possiblility': ['possibility'],
    'possiblilty': ['possibility'],
    'possiblities': ['possibilities'],
    'possiblity': ['possibility'],
    'possition': ['position'],
    'Postdam': ['Potsdam'],
    'posthomous': ['posthumous'],
    'postion': ['position'],
    'postive': ['positive'],
    'potatos': ['potatoes'],
    'potrait': ['portrait'],
    'potrayed': ['portrayed'],
    'poulations': ['populations'],
    'poverful': ['powerful'],
    'poweful': ['powerful'],
    'powerfull': ['powerful'],
    'ppublisher': ['publisher'],
    'practial': ['practical'],
    'practially': ['practically'],
    'practicaly': ['practically'],
    'practicioner': ['practitioner'],
    'practicioners': ['practitioners'],
    'practicly': ['practically'],
    'practioner': ['practitioner'],
    'practioners': ['practitioners'],
    'prairy': ['prairie'],
    'prarie': ['prairie'],
    'praries': ['prairies'],
    'pratice': ['practice'],
    'preample': ['preamble'],
    'precedessor': ['predecessor'],
    'preceed': ['precede'],
    'preceeded': ['preceded'],
    'preceeding': ['preceding'],
    'preceeds': ['precedes'],
    'precentage': ['percentage'],
    'precice': ['precise'],
    'precisly': ['precisely'],
    'precurser': ['precursor'],
    'predecesors': ['predecessors'],
    'predicatble': ['predictable'],
    'predicitons': ['predictions'],
    'predomiantly': ['predominately'],
    'prefered': ['preferred'],
    'prefering': ['preferring'],
    'preferrably': ['preferably'],
    'pregancies': ['pregnancies'],
    'preiod': ['period'],
    'preliferation': ['proliferation'],
    'premeire': ['premiere'],
    'premeired': ['premiered'],
    'premillenial': ['premillennial'],
    'preminence': ['preeminence'],
    'premission': ['permission'],
    'Premonasterians': ['Premonstratensians'],
    'preocupation': ['preoccupation'],
    'prepair': ['prepare'],
    'prepartion': ['preparation'],
    'prepatory': ['preparatory'],
    'preperation': ['preparation'],
    'preperations': ['preparations'],
    'preriod': ['period'],
    'presedential': ['presidential'],
    'presense': ['presence'],
    'presidenital': ['presidential'],
    'presidental': ['presidential'],
    'presitgious': ['prestigious'],
    'prespective': ['perspective'],
    'prestigeous': ['prestigious'],
    'prestigous': ['prestigious'],
    'presumabely': ['presumably'],
    'presumibly': ['presumably'],
    'pretection': ['protection'],
    'prevelant': ['prevalent'],
    'preverse': ['perverse'],
    'previvous': ['previous'],
    'pricipal': ['principal'],
    'priciple': ['principle'],
    'priestood': ['priesthood'],
    'primarly': ['primarily'],
    'primative': ['primitive'],
    'primatively': ['primitively'],
    'primatives': ['primitives'],
    'primordal': ['primordial'],
    'principlaity': ['principality'],
    'principaly': ['principality'],
    'principial': ['principal'],
    'principly': ['principally'],
    'prinicipal': ['principal'],
    'privalege': ['privilege'],
    'privaleges': ['privileges'],
    'priveledges': ['privileges'],
    'privelege': ['privilege'],
    'priveleged': ['privileged'],
    'priveleges': ['privileges'],
    'privelige': ['privilege'],
    'priveliged': ['privileged'],
    'priveliges': ['privileges'],
    'privelleges': ['privileges'],
    'privilage': ['privilege'],
    'priviledge': ['privilege'],
    'priviledges': ['privileges'],
    'privledge': ['privilege'],
    'privte': ['private'],
    'probabilaty': ['probability'],
    'probablistic': ['probabilistic'],
    'probablly': ['probably'],
    'probalibity': ['probability'],
    'probaly': ['probably'],
    'probelm': ['problem'],
    'proccess': ['process'],
    'proccessing': ['processing'],
    'procede': ['proceed', 'precede'],
    'proceded': ['proceeded', 'preceded'],
    'procedes': ['proceeds', 'precedes'],
    'procedger': ['procedure'],
    'proceding': ['proceeding', 'preceding'],
    'procedings': ['proceedings'],
    'proceedure': ['procedure'],
    'proces': ['process'],
    'processer': ['processor'],
    'proclaimation': ['proclamation'],
    'proclamed': ['proclaimed'],
    'proclaming': ['proclaiming'],
    'proclomation': ['proclamation'],
    'profesion': ['profusion', 'profession'],
    'profesor': ['professor'],
    'professer': ['professor'],
    'proffesed': ['professed'],
    'proffesion': ['profession'],
    'proffesional': ['professional'],
    'proffesor': ['professor'],
    'profilic': ['prolific'],
    'progessed': ['progressed'],
    'progidy': ['prodigy'],
    'programable': ['programmable'],
    'progrom': ['pogrom', 'program'],
    'progroms': ['pogroms', 'programs'],
    'prohabition': ['prohibition'],
    'prologomena': ['prolegomena'],
    'prominance': ['prominence'],
    'prominant': ['prominent'],
    'prominantly': ['prominently'],
    'prominately': ['prominently', 'predominately'],
    'promiscous': ['promiscuous'],
    'promotted': ['promoted'],
    'pronomial': ['pronominal'],
    'pronouced': ['pronounced'],
    'pronounched': ['pronounced'],
    'pronounciation': ['pronunciation'],
    'proove': ['prove'],
    'prooved': ['proved'],
    'prophacy': ['prophecy'],
    'propietary': ['proprietary'],
    'propmted': ['prompted'],
    'propoganda': ['propaganda'],
    'propogate': ['propagate'],
    'propogates': ['propagates'],
    'propogation': ['propagation'],
    'propostion': ['proposition'],
    'propotions': ['proportions'],
    'propper': ['proper'],
    'propperly': ['properly'],
    'proprietory': ['proprietary'],
    'proseletyzing': ['proselytizing'],
    'protaganist': ['protagonist'],
    'protaganists': ['protagonists'],
    'protocal': ['protocol'],
    'protoganist': ['protagonist'],
    'protrayed': ['portrayed'],
    'protruberance': ['protuberance'],
    'protruberances': ['protuberances'],
    'prouncements': ['pronouncements'],
    'provacative': ['provocative'],
    'provded': ['provided'],
    'provicial': ['provincial'],
    'provinicial': ['provincial'],
    'provisiosn': ['provision'],
    'provisonal': ['provisional'],
    'proximty': ['proximity'],
    'pseudononymous': ['pseudonymous'],
    'pseudonyn': ['pseudonym'],
    'psuedo': ['pseudo'],
    'psycology': ['psychology'],
    'psyhic': ['psychic'],
    'pubilsher': ['publisher'],
    'pubisher': ['publisher'],
    'publiaher': ['publisher'],
    'publically': ['publicly'],
    'publicaly': ['publicly'],
    'publicher': ['publisher'],
    'publihser': ['publisher'],
    'publisehr': ['publisher'],
    'publiser': ['publisher'],
    'publisger': ['publisher'],
    'publisheed': ['published'],
    'publisherr': ['publisher'],
    'publishher': ['publisher'],
    'publishor': ['publisher'],
    'publishre': ['publisher'],
    'publissher': ['publisher'],
    'publlisher': ['publisher'],
    'publsiher': ['publisher'],
    'publusher': ['publisher'],
    'puchasing': ['purchasing'],
    'Pucini': ['Puccini'],
    'Puertorrican': ['Puerto Rican'],
    'Puertorricans': ['Puerto Ricans'],
    'pulisher': ['publisher'],
    'pumkin': ['pumpkin'],
    'puplisher': ['publisher'],
    'puritannical': ['puritanical'],
    'purposedly': ['purposely'],
    'purpotedly': ['purportedly'],
    'pursuade': ['persuade'],
    'pursuaded': ['persuaded'],
    'pursuades': ['persuades'],
    'pususading': ['persuading'],
    'puting': ['putting'],
    'pwoer': ['power'],
    'pyscic': ['psychic'],
    'qtuie': ['quite', 'quiet'],
    'quantaty': ['quantity'],
    'quantitiy': ['quantity'],
    'quarantaine': ['quarantine'],
    'Queenland': ['Queensland'],
    'questonable': ['questionable'],
    'quicklyu': ['quickly'],
    'quinessential': ['quintessential'],
    'quitted': ['quit'],
    'quizes': ['quizzes'],
    'qutie': ['quite', 'quiet'],
    'rabinnical': ['rabbinical'],
    'racaus': ['raucous'],
    'radiactive': ['radioactive'],
    'radify': ['ratify'],
    'raelly': ['really'],
    'rarified': ['rarefied'],
    'reaccurring': ['recurring'],
    'reacing': ['reaching'],
    'reacll': ['recall'],
    'readmition': ['readmission'],
    'realitvely': ['relatively'],
    'realsitic': ['realistic'],
    'realtions': ['relations'],
    'realy': ['really'],
    'realyl': ['really'],
    'reasearch': ['research'],
    'rebiulding': ['rebuilding'],
    'rebllions': ['rebellions'],
    'rebounce': ['rebound'],
    'reccomend': ['recommend'],
    'reccomendations': ['recommendations'],
    'reccomended': ['recommended'],
    'reccomending': ['recommending'],
    'reccommend': ['recommend'],
    'reccommended': ['recommended'],
    'reccommending': ['recommending'],
    'reccuring': ['recurring'],
    'receeded': ['receded'],
    'receeding': ['receding'],
    'receivedfrom': ['received from'],
    'recepient': ['recipient'],
    'recepients': ['recipients'],
    'receving': ['receiving'],
    'rechargable': ['rechargeable'],
    'reched': ['reached'],
    'recide': ['reside'],
    'recided': ['resided'],
    'recident': ['resident'],
    'recidents': ['residents'],
    'reciding': ['residing'],
    'reciepents': ['recipients'],
    'reciept': ['receipt'],
    'recieve': ['receive'],
    'recieved': ['received'],
    'reciever': ['receiver'],
    'recievers': ['receivers'],
    'recieves': ['receives'],
    'recieving': ['receiving'],
    'recipiant': ['recipient'],
    'recipiants': ['recipients'],
    'recived': ['received'],
    'recivership': ['receivership'],
    'recogise': ['recognise'],
    'recogize': ['recognize'],
    'recomend': ['recommend'],
    'recomended': ['recommended'],
    'recomending': ['recommending'],
    'recomends': ['recommends'],
    'recommedations': ['recommendations'],
    'recompence': ['recompense'],
    'reconaissance': ['reconnaissance'],
    'reconcilation': ['reconciliation'],
    'reconized': ['recognized'],
    'reconnaisance': ['reconnaissance'],
    'reconnaissence': ['reconnaissance'],
    'recontructed': ['reconstructed'],
    'recordproducer': ['record producer'],
    'recquired': ['required'],
    'recrational': ['recreational'],
    'recrod': ['record'],
    'recuiting': ['recruiting'],
    'recuring': ['recurring'],
    'recurrance': ['recurrence'],
    'rediculous': ['ridiculous'],
    'reedeming': ['redeeming'],
    'reenforced': ['reinforced'],
    'refect': ['reflect'],
    'refedendum': ['referendum'],
    'referal': ['referral'],
    'referece': ['reference'],
    'refereces': ['references'],
    'refered': ['referred'],
    'referemce': ['reference'],
    'referemces': ['references'],
    'referencs': ['references'],
    'referenece': ['reference'],
    'refereneced': ['referenced'],
    'refereneces': ['references'],
    'referiang': ['referring'],
    'refering': ['referring'],
    'refernce': ['reference', 'references'],
    'refernces': ['references'],
    'referrence': ['reference'],
    'referrences': ['references'],
    'referrs': ['refers'],
    'reffered': ['referred'],
    'refference': ['reference'],
    'reffering': ['referring'],
    'refrence': ['reference'],
    'refrences': ['references'],
    'refrers': ['refers'],
    'refridgeration': ['refrigeration'],
    'refridgerator': ['refrigerator'],
    'refromist': ['reformist'],
    'refusla': ['refusal'],
    'regardes': ['regards'],
    'regluar': ['regular'],
    'reguarly': ['regularly'],
    'regulaion': ['regulation'],
    'regulaotrs': ['regulators'],
    'regularily': ['regularly'],
    'rehersal': ['rehearsal'],
    'reicarnation': ['reincarnation'],
    'reigining': ['reigning'],
    'reknown': ['renown'],
    'reknowned': ['renowned'],
    'rela': ['real'],
    'relaly': ['really'],
    'relatiopnship': ['relationship'],
    'relativly': ['relatively'],
    'relected': ['reelected'],
    'releive': ['relieve'],
    'releived': ['relieved'],
    'releiver': ['reliever'],
    'releses': ['releases'],
    'relevence': ['relevance'],
    'relevent': ['relevant'],
    'reliablity': ['reliability'],
    'relient': ['reliant'],
    'religeous': ['religious'],
    'religous': ['religious'],
    'religously': ['religiously'],
    'relinqushment': ['relinquishment'],
    'relitavely': ['relatively'],
    'relized': ['realised', 'realized'],
    'relpacement': ['replacement'],
    'remaing': ['remaining'],
    'remeber': ['remember'],
    'rememberable': ['memorable'],
    'rememberance': ['remembrance'],
    'remembrence': ['remembrance'],
    'remenant': ['remnant'],
    'remenicent': ['reminiscent'],
    'reminent': ['remnant'],
    'reminescent': ['reminiscent'],
    'reminscent': ['reminiscent'],
    'reminsicent': ['reminiscent'],
    'rendevous': ['rendezvous'],
    'rendezous': ['rendezvous'],
    'renedered': ['rende'],
    'renewl': ['renewal'],
    'rennovate': ['renovate'],
    'rennovated': ['renovated'],
    'rennovating': ['renovating'],
    'rennovation': ['renovation'],
    'rentors': ['renters'],
    'reoccurrence': ['recurrence'],
    'reorganision': ['reorganisation'],
    'repatition': ['repetition', 'repartition'],
    'repblic': ['republic'],
    'repblican': ['republican'],
    'repblicans': ['republicans'],
    'repblics': ['republics'],
    'repectively': ['respectively'],
    'repeition': ['repetition'],
    'repentence': ['repentance'],
    'repentent': ['repentant'],
    'repeteadly': ['repeatedly'],
    'repetion': ['repetition'],
    'repid': ['rapid'],
    'reponse': ['response'],
    'reponsible': ['responsible'],
    'reportadly': ['reportedly'],
    'represantative': ['representative'],
    'representive': ['representative'],
    'representives': ['representatives'],
    'reproducable': ['reproducible'],
    'reprtoire': ['repertoire'],
    'repsectively': ['respectively'],
    'reptition': ['repetition'],
    'repubic': ['republic'],
    'repubican': ['republican'],
    'repubicans': ['republicans'],
    'repubics': ['republics'],
    'republi': ['republic'],
    'republian': ['republican'],
    'republians': ['republicans'],
    'republis': ['republics'],
    'repulic': ['republic'],
    'repulican': ['republican'],
    'repulicans': ['republicans'],
    'repulics': ['republics'],
    'requirment': ['requirement'],
    'requred': ['required'],
    'resaurant': ['restaurant'],
    'resembelance': ['resemblance'],
    'resembes': ['resembles'],
    'resemblence': ['resemblance'],
    'resevoir': ['reservoir'],
    'residental': ['residential'],
    'resignement': ['resignment'],
    'resistable': ['resistible'],
    'resistence': ['resistance'],
    'resistent': ['resistant'],
    'respectivly': ['respectively'],
    'responce': ['response'],
    'responibilities': ['responsibilities'],
    'responisble': ['responsible'],
    'responnsibilty': ['responsibility'],
    'responsability': ['responsibility'],
    'responsibile': ['responsible'],
    'responsibilites': ['responsibilities'],
    'responsiblities': ['responsibilities'],
    'responsiblity': ['responsibility'],
    'ressemblance': ['resemblance'],
    'ressemble': ['resemble'],
    'ressembled': ['resembled'],
    'ressemblence': ['resemblance'],
    'ressembling': ['resembling'],
    'resssurecting': ['resurrecting'],
    'ressurect': ['resurrect'],
    'ressurected': ['resurrected'],
    'ressurection': ['resurrection'],
    'ressurrection': ['resurrection'],
    'restarant': ['restaurant'],
    'restarants': ['restaurants'],
    'restaraunt': ['restaurant'],
    'restaraunteur': ['restaurateur'],
    'restaraunteurs': ['restaurateurs'],
    'restaraunts': ['restaurants'],
    'restauranteurs': ['restaurateurs'],
    'restauration': ['restoration'],
    'restauraunt': ['restaurant'],
    'resteraunt': ['restaurant'],
    'resteraunts': ['restaurants'],
    'resticted': ['restricted'],
    'restraunt': ['restraint', 'restaurant'],
    'resturant': ['restaurant'],
    'resturants': ['restaurants'],
    'resturaunt': ['restaurant'],
    'resturaunts': ['restaurants'],
    'resurecting': ['resurrecting'],
    'retalitated': ['retaliated'],
    'retalitation': ['retaliation'],
    'retreive': ['retrieve'],
    'returnd': ['returned'],
    'revaluated': ['reevaluated'],
    'reveiw': ['review'],
    'reveral': ['reversal'],
    'reversable': ['reversible'],
    'revolutionar': ['revolutionary'],
    'rewitten': ['rewritten'],
    'rewriet': ['rewrite'],
    'rference': ['reference'],
    'rferences': ['references'],
    'rhymme': ['rhyme'],
    'rhythem': ['rhythm'],
    'rhythim': ['rhythm'],
    'rhytmic': ['rhythmic'],
    'rigeur': ['rigueur', 'rigour', 'rigor'],
    'rigourous': ['rigorous'],
    'rininging': ['ringing'],
    'rised': ['rose'],
    'Rockerfeller': ['Rockefeller'],
    'rococco': ['rococo'],
    'rocord': ['record'],
    'roomate': ['roommate'],
    'rougly': ['roughly'],
    'rucuperate': ['recuperate'],
    'rudimentatry': ['rudimentary'],
    'rulle': ['rule'],
    'runing': ['running'],
    'runnung': ['running'],
    'russina': ['Russian'],
    'Russion': ['Russian'],
    'rwite': ['write'],
    'rythem': ['rhythm'],
    'rythim': ['rhythm'],
    'rythm': ['rhythm'],
    'rythmic': ['rhythmic'],
    'rythyms': ['rhythms'],
    'sacrafice': ['sacrifice'],
    'sacreligious': ['sacrilegious'],
    'Sacremento': ['Sacramento'],
    'sacrifical': ['sacrificial'],
    'saftey': ['safety'],
    'safty': ['safety'],
    'salery': ['salary'],
    'sanctionning': ['sanctioning'],
    'sandwhich': ['sandwich'],
    'Sanhedrim': ['Sanhedrin'],
    'santioned': ['sanctioned'],
    'sargant': ['sergeant'],
    'sargeant': ['sergeant'],
    'sasy': ['says', 'sassy'],
    'satelite': ['satellite'],
    'satelites': ['satellites'],
    'Saterday': ['Saturday'],
    'Saterdays': ['Saturdays'],
    'satisfactority': ['satisfactorily'],
    'satric': ['satiric'],
    'satrical': ['satirical'],
    'satrically': ['satirically'],
    'sattelite': ['satellite'],
    'sattelites': ['satellites'],
    'saught': ['sought'],
    'saveing': ['saving'],
    'saxaphone': ['saxophone'],
    'scaleable': ['scalable'],
    'scandanavia': ['Scandinavia'],
    'scaricity': ['scarcity'],
    'scavanged': ['scavenged'],
    'schedual': ['schedule'],
    'scholarhip': ['scholarship'],
    'scholarstic': ['scholastic', 'scholarly'],
    'scientfic': ['scientific'],
    'scientifc': ['scientific'],
    'scientis': ['scientist'],
    'scince': ['science'],
    'scinece': ['science'],
    'scirpt': ['script'],
    'scoll': ['scroll'],
    'screenwrighter': ['screenwriter'],
    'scrutinity': ['scrutiny'],
    'scuptures': ['sculptures'],
    'seach': ['search'],
    'seached': ['searched'],
    'seaches': ['searches'],
    'secceeded': ['seceded', 'succeeded'],
    'seceed': ['succeed', 'secede'],
    'seceeded': ['succeeded', 'seceded'],
    'secratary': ['secretary'],
    'secretery': ['secretary'],
    'sedereal': ['sidereal'],
    'seeked': ['sought'],
    'segementation': ['segmentation'],
    'seguoys': ['segues'],
    'seige': ['siege'],
    'seing': ['seeing'],
    'seinor': ['senior'],
    'seldomly': ['seldom'],
    'senarios': ['scenarios'],
    'sence': ['sense', 'since'],
    'senstive': ['sensitive'],
    'sensure': ['censure'],
    'seperate': ['separate'],
    'seperated': ['separated'],
    'seperately': ['separately'],
    'seperates': ['separates'],
    'seperating': ['separating'],
    'seperation': ['separation'],
    'seperatism': ['separatism'],
    'seperatist': ['separatist'],
    'seperator': ['separator'],
    'sepina': ['subpoena'],
    'sepulchure': ['sepulchre', 'sepulcher'],
    'sepulcre': ['sepulchre', 'sepulcher'],
    'sergent': ['sergeant'],
    'settelement': ['settlement'],
    'settlment': ['settlement'],
    'severeal': ['several'],
    'severley': ['severely'],
    'severly': ['severely'],
    'sevice': ['service'],
    'shadasloo': ['shadaloo'],
    'shaddow': ['shadow'],
    'shadoloo': ['shadaloo'],
    'shamen': ['shaman', 'shamans'],
    'sheat': ['sheath', 'sheet', 'cheat'],
    'sheild': ['shield'],
    'sherif': ['sheriff'],
    'shineing': ['shining'],
    'shiped': ['shipped'],
    'shiping': ['shipping'],
    'shopkeeepers': ['shopkeepers'],
    'shorly': ['shortly'],
    'shortwhile': ['short while'],
    'shoudl': ['should'],
    'shoudln': ['should', 'shouldn\'t'],
    'shouldnt': ['shouldn\'t'],
    'shreak': ['shriek'],
    'shrinked': ['shrunk'],
    'sicne': ['since'],
    'sideral': ['sidereal'],
    'sieze': ['seize', 'size'],
    'siezed': ['seized', 'sized'],
    'siezing': ['seizing', 'sizing'],
    'siezure': ['seizure'],
    'siezures': ['seizures'],
    'siginificant': ['significant'],
    'signficant': ['significant'],
    'signficiant': ['significant'],
    'signfies': ['signifies'],
    'signifantly': ['significantly'],
    'significently': ['significantly'],
    'signifigant': ['significant'],
    'signifigantly': ['significantly'],
    'signitories': ['signatories'],
    'signitory': ['signatory'],
    'similarily': ['similarly'],
    'similiar': ['similar'],
    'similiarity': ['similarity'],
    'similiarly': ['similarly'],
    'simmilar': ['similar'],
    'simpley': ['simply'],
    'simplier': ['simpler'],
    'simultanous': ['simultaneous'],
    'simultanously': ['simultaneously'],
    'sincerley': ['sincerely'],
    'singsog': ['singsong'],
    'sinse': ['sines', 'since'],
    'Sionist': ['Zionist'],
    'Sionists': ['Zionists'],
    'Sixtin': ['Sistine'],
    'Skagerak': ['Skagerrak'],
    'skateing': ['skating'],
    'slaugterhouses': ['slaughterhouses'],
    'slighly': ['slightly'],
    'slippy': ['slippery'],
    'slowy': ['slowly'],
    'smae': ['same'],
    'smealting': ['smelting'],
    'smoe': ['some'],
    'sneeks': ['sneaks'],
    'snese': ['sneeze'],
    'socalism': ['socialism'],
    'socities': ['societies'],
    'soem': ['some'],
    'sofware': ['software'],
    'sohw': ['show'],
    'soilders': ['soldiers'],
    'solatary': ['solitary'],
    'soley': ['solely'],
    'soliders': ['soldiers'],
    'soliliquy': ['soliloquy'],
    'soluable': ['soluble'],
    'somene': ['someone'],
    'somtimes': ['sometimes'],
    'somwhere': ['somewhere'],
    'sophicated': ['sophisticated'],
    'sophmore': ['sophomore'],
    'sorceror': ['sorcerer'],
    'sorrounding': ['surrounding'],
    'sotry': ['story'],
    'sotyr': ['satyr', 'story'],
    'soudn': ['sound'],
    'soudns': ['sounds'],
    'sould': ['could', 'should', 'sold', 'soul'],
    'sountrack': ['soundtrack'],
    'sourth': ['south'],
    'sourthern': ['southern'],
    'souvenier': ['souvenir'],
    'souveniers': ['souvenirs'],
    'soveits': ['soviets'],
    'sovereignity': ['sovereignty'],
    'soverign': ['sovereign'],
    'soverignity': ['sovereignty'],
    'soverignty': ['sovereignty'],
    'spainish': ['Spanish'],
    'speach': ['speech'],
    'specfic': ['specific'],
    'speciallized': ['specialised', 'specialized'],
    'specif': ['specific', 'specify'],
    'specifiying': ['specifying'],
    'speciman': ['specimen'],
    'spectauclar': ['spectacular'],
    'spectaulars': ['spectaculars'],
    'spects': ['aspects', 'expects'],
    'spectum': ['spectrum'],
    'speices': ['species'],
    'spendour': ['splendour'],
    'spermatozoan': ['spermatozoon'],
    'spoace': ['space'],
    'sponser': ['sponsor'],
    'sponsered': ['sponsored'],
    'spontanous': ['spontaneous'],
    'sponzored': ['sponsored'],
    'spoonfulls': ['spoonfuls'],
    'sppeches': ['speeches'],
    'spreaded': ['spread'],
    'sprech': ['speech'],
    'spred': ['spread'],
    'spriritual': ['spiritual'],
    'spritual': ['spiritual'],
    'sqaure': ['square'],
    'stablility': ['stability'],
    'stainlees': ['stainless'],
    'staion': ['station'],
    'standars': ['standards'],
    'stange': ['strange'],
    'startegic': ['strategic'],
    'startegies': ['strategies'],
    'startegy': ['strategy'],
    'stateman': ['statesman'],
    'statememts': ['statements'],
    'statment': ['statement'],
    'steriods': ['steroids'],
    'sterotypes': ['stereotypes'],
    'stilus': ['stylus'],
    'stingent': ['stringent'],
    'stiring': ['stirring'],
    'stirrs': ['stirs'],
    'stlye': ['style'],
    'stomache': ['stomach'],
    'stong': ['strong'],
    'stopry': ['story'],
    'storeis': ['stories'],
    'storise': ['stories'],
    'stornegst': ['strongest'],
    'stoyr': ['story'],
    'stpo': ['stop'],
    'stradegies': ['strategies'],
    'stradegy': ['strategy'],
    'strat': ['start', 'strata'],
    'stratagically': ['strategically'],
    'streemlining': ['streamlining'],
    'stregth': ['strength'],
    'strenghen': ['strengthen'],
    'strenghened': ['strengthened'],
    'strenghening': ['strengthening'],
    'strenght': ['strength'],
    'strenghten': ['strengthen'],
    'strenghtened': ['strengthened'],
    'strenghtening': ['strengthening'],
    'strengtened': ['strengthened'],
    'strenous': ['strenuous'],
    'strictist': ['strictest'],
    'strikely': ['strikingly'],
    'strnad': ['strand'],
    'stroy': ['story', 'destroy'],
    'structual': ['structural'],
    'stubborness': ['stubbornness'],
    'stucture': ['structure'],
    'stuctured': ['structured'],
    'studdy': ['study'],
    'studing': ['studying'],
    'stuggling': ['struggling'],
    'sturcture': ['structure'],
    'subcatagories': ['subcategories'],
    'subcatagory': ['subcategory'],
    'subconsiously': ['subconsciously'],
    'subjudgation': ['subjugation'],
    'submachne': ['submachine'],
    'subpecies': ['subspecies'],
    'subsidary': ['subsidiary'],
    'subsiduary': ['subsidiary'],
    'subsquent': ['subsequent'],
    'subsquently': ['subsequently'],
    'substace': ['substance'],
    'substancial': ['substantial'],
    'substatial': ['substantial'],
    'substituded': ['substituted'],
    'substract': ['subtract'],
    'substracted': ['subtracted'],
    'substracting': ['subtracting'],
    'substraction': ['subtraction'],
    'substracts': ['subtracts'],
    'subtances': ['substances'],
    'subterranian': ['subterranean'],
    'suburburban': ['suburban'],
    'succceeded': ['succeeded'],
    'succcesses': ['successes'],
    'succedded': ['succeeded'],
    'succeded': ['succeeded'],
    'succeds': ['succeeds'],
    'succesful': ['successful'],
    'succesfully': ['successfully'],
    'succesfuly': ['successfully'],
    'succesion': ['succession'],
    'succesive': ['successive'],
    'successfull': ['successful'],
    'successully': ['successfully'],
    'succsess': ['success'],
    'succsessfull': ['successful'],
    'suceed': ['succeed'],
    'suceeded': ['succeeded'],
    'suceeding': ['succeeding'],
    'suceeds': ['succeeds'],
    'sucesful': ['successful'],
    'sucesfully': ['successfully'],
    'sucesfuly': ['successfully'],
    'sucesion': ['succession'],
    'sucess': ['success'],
    'sucesses': ['successes'],
    'sucessful': ['successful'],
    'sucessfull': ['successful'],
    'sucessfully': ['successfully'],
    'sucessfuly': ['successfully'],
    'sucession': ['succession'],
    'sucessive': ['successive'],
    'sucessor': ['successor'],
    'sucessot': ['successor'],
    'sucide': ['suicide'],
    'sucidial': ['suicidal'],
    'sufferage': ['suffrage'],
    'sufferred': ['suffered'],
    'sufferring': ['suffering'],
    'sufficent': ['sufficient'],
    'sufficently': ['sufficiently'],
    'sumary': ['summary'],
    'sunglases': ['sunglasses'],
    'suop': ['soup'],
    'superceeded': ['superseded'],
    'superintendant': ['superintendent'],
    'suphisticated': ['sophisticated'],
    'suplimented': ['supplemented'],
    'supose': ['suppose'],
    'suposed': ['supposed'],
    'suposedly': ['supposedly'],
    'suposes': ['supposes'],
    'suposing': ['supposing'],
    'supplamented': ['supplemented'],
    'suppliementing': ['supplementing'],
    'suppoed': ['supposed'],
    'supposingly': ['supposedly'],
    'suppy': ['supply'],
    'supress': ['suppress'],
    'supressed': ['suppressed'],
    'supresses': ['suppresses'],
    'supressing': ['suppressing'],
    'suprise': ['surprise'],
    'suprised': ['surprised'],
    'suprising': ['surprising'],
    'suprisingly': ['surprisingly'],
    'suprize': ['surprise'],
    'suprized': ['surprised'],
    'suprizing': ['surprising'],
    'suprizingly': ['surprisingly'],
    'surfce': ['surface'],
    'surley': ['surly', 'surely'],
    'suround': ['surround'],
    'surounded': ['surrounded'],
    'surounding': ['surrounding'],
    'suroundings': ['surroundings'],
    'surounds': ['surrounds'],
    'surplanted': ['supplanted'],
    'surpress': ['suppress'],
    'surpressed': ['suppressed'],
    'surprize': ['surprise'],
    'surprized': ['surprised'],
    'surprizing': ['surprising'],
    'surprizingly': ['surprisingly'],
    'surrended': ['surrounded', 'surrendered'],
    'surrepetitious': ['surreptitious'],
    'surrepetitiously': ['surreptitiously'],
    'surreptious': ['surreptitious'],
    'surreptiously': ['surreptitiously'],
    'surronded': ['surrounded'],
    'surrouded': ['surrounded'],
    'surrouding': ['surrounding'],
    'surrundering': ['surrendering'],
    'surveilence': ['surveillance'],
    'surveill': ['surveil'],
    'surveyer': ['surveyor'],
    'surviver': ['survivor'],
    'survivers': ['survivors'],
    'survivied': ['survived'],
    'suseptable': ['susceptible'],
    'suseptible': ['susceptible'],
    'suspention': ['suspension'],
    'swaer': ['swear'],
    'swaers': ['swears'],
    'swepth': ['swept'],
    'swiming': ['swimming'],
    'syas': ['says'],
    'symetrical': ['symmetrical'],
    'symetrically': ['symmetrically'],
    'symetry': ['symmetry'],
    'symettric': ['symmetric'],
    'symmetral': ['symmetric'],
    'symmetricaly': ['symmetrically'],
    'synagouge': ['synagogue'],
    'syncronization': ['synchronization'],
    'synonomous': ['synonymous'],
    'synonymns': ['synonyms'],
    'synphony': ['symphony'],
    'syphyllis': ['syphilis'],
    'sypmtoms': ['symptoms'],
    'syrap': ['syrup'],
    'sysmatically': ['systematically'],
    'sytem': ['system'],
    'sytle': ['style'],
    'tabacco': ['tobacco'],
    'tahn': ['than'],
    'taht': ['that'],
    'talekd': ['talked'],
    'targetted': ['targeted'],
    'targetting': ['targeting'],
    'tast': ['taste'],
    'tath': ['that'],
    'tattooes': ['tattoos'],
    'taxanomic': ['taxonomic'],
    'taxanomy': ['taxonomy'],
    'teached': ['taught'],
    'techician': ['technician'],
    'techicians': ['technicians'],
    'techiniques': ['techniques'],
    'technitian': ['technician'],
    'technnology': ['technology'],
    'technolgy': ['technology'],
    'teh': ['the'],
    'tehy': ['they'],
    'telelevision': ['television'],
    'televsion': ['television'],
    'telphony': ['telephony'],
    'temerature': ['temperature'],
    'tempalte': ['template'],
    'tempaltes': ['templates'],
    'temparate': ['temperate'],
    'temperarily': ['temporarily'],
    'temperment': ['temperament'],
    'tempertaure': ['temperature'],
    'temperture': ['temperature'],
    'temprary': ['temporary'],
    'tenacle': ['tentacle'],
    'tenacles': ['tentacles'],
    'tendacy': ['tendency'],
    'tendancies': ['tendencies'],
    'tendancy': ['tendency'],
    'tennisplayer': ['tennis player'],
    'tepmorarily': ['temporarily'],
    'terrestial': ['terrestrial'],
    'terriories': ['territories'],
    'terriory': ['territory'],
    'territorist': ['terrorist'],
    'territoy': ['territory'],
    'terroist': ['terrorist'],
    'testiclular': ['testicular'],
    'tghe': ['the'],
    'thast': ['that', 'that\'s'],
    'theather': ['theater'],
    'theese': ['these'],
    'theif': ['thief'],
    'theives': ['thieves'],
    'themselfs': ['themselves'],
    'themslves': ['themselves'],
    'ther': ['there', 'their', 'the'],
    'therafter': ['thereafter'],
    'therby': ['thereby'],
    'theri': ['their'],
    'theyre': ['they\'re'],
    'thgat': ['that'],
    'thge': ['the'],
    'thier': ['their'],
    'thign': ['thing'],
    'thigns': ['things'],
    'thigsn': ['things'],
    'thikn': ['think'],
    'thikning': ['thinking', 'thickening'],
    'thikns': ['thinks'],
    'thiunk': ['think'],
    'thn': ['then'],
    'thna': ['than'],
    'thne': ['then'],
    'thnig': ['thing'],
    'thnigs': ['things'],
    'thoughout': ['throughout'],
    'threatend': ['threatened'],
    'threatning': ['threatening'],
    'threee': ['three'],
    'threshhold': ['threshold'],
    'thrid': ['third'],
    'throrough': ['thorough'],
    'throughly': ['thoroughly'],
    'throught': ['thought', 'through', 'throughout'],
    'througout': ['throughout'],
    'thru': ['through'],
    'thsi': ['this'],
    'thsoe': ['those'],
    'thta': ['that'],
    'thyat': ['that'],
    'tiem': ['time', 'Tim'],
    'tihkn': ['think'],
    'tihs': ['this'],
    'timne': ['time'],
    'tiome': ['time', 'tome'],
    'tje': ['the'],
    'tjhe': ['the'],
    'tjpanishad': ['upanishad'],
    'tkae': ['take'],
    'tkaes': ['takes'],
    'tkaing': ['taking'],
    'tlaking': ['talking'],
    'tobbaco': ['tobacco'],
    'todays': ['today\'s'],
    'todya': ['today'],
    'toghether': ['together'],
    'toke': ['took'],
    'tolerence': ['tolerance'],
    'Tolkein': ['Tolkien'],
    'tomatos': ['tomatoes'],
    'tommorow': ['tomorrow'],
    'tommorrow': ['tomorrow'],
    'tongiht': ['tonight'],
    'toriodal': ['toroidal'],
    'tormenters': ['tormentors'],
    'tornadoe': ['tornado'],
    'torpeados': ['torpedoes'],
    'torpedos': ['torpedoes'],
    'tothe': ['to the'],
    'toubles': ['troubles'],
    'tounge': ['tongue'],
    'tourch': ['torch', 'touch'],
    'towords': ['towards'],
    'towrad': ['toward'],
    'tradionally': ['traditionally'],
    'traditionaly': ['traditionally'],
    'traditionnal': ['traditional'],
    'traditition': ['tradition'],
    'tradtionally': ['traditionally'],
    'trafficed': ['trafficked'],
    'trafficing': ['trafficking'],
    'trafic': ['traffic'],
    'trancendent': ['transcendent'],
    'trancending': ['transcending'],
    'tranform': ['transform'],
    'tranformed': ['transformed'],
    'transcendance': ['transcendence'],
    'transcendant': ['transcendent'],
    'transcendentational': ['transcendental'],
    'transcripting': ['transcribing', 'transcription'],
    'transending': ['transcending'],
    'transesxuals': ['transsexuals'],
    'transfered': ['transferred'],
    'transfering': ['transferring'],
    'transformaton': ['transformation'],
    'transistion': ['transition'],
    'translater': ['translator'],
    'translaters': ['translators'],
    'transmissable': ['transmissible'],
    'transporation': ['transportation'],
    'tremelo': ['tremolo'],
    'tremelos': ['tremolos'],
    'triguered': ['triggered'],
    'triology': ['trilogy'],
    'troling': ['trolling'],
    'troup': ['troupe'],
    'troups': ['troupes', 'troops'],
    'truely': ['truly'],
    'trustworthyness': ['trustworthiness'],
    'turnk': ['turnkey', 'trunk'],
    'Tuscon': ['Tucson'],
    'tust': ['trust'],
    'twelth': ['twelfth'],
    'twon': ['town'],
    'twpo': ['two'],
    'tyhat': ['that'],
    'tyhe': ['they'],
    'typcial': ['typical'],
    'typicaly': ['typically'],
    'tyranies': ['tyrannies'],
    'tyrany': ['tyranny'],
    'tyrranies': ['tyrannies'],
    'tyrrany': ['tyranny'],
    'ubiquitious': ['ubiquitous'],
    'ublisher': ['publisher'],
    'uise': ['use'],
    'Ukranian': ['Ukrainian'],
    'ultimely': ['ultimately'],
    'unacompanied': ['unaccompanied'],
    'unahppy': ['unhappy'],
    'unanymous': ['unanimous'],
    'unathorised': ['unauthorised'],
    'unavailible': ['unavailable'],
    'unballance': ['unbalance'],
    'unbeknowst': ['unbeknownst'],
    'unbeleivable': ['unbelievable'],
    'uncertainity': ['uncertainty'],
    'unchallengable': ['unchallengeable'],
    'unchangable': ['unchangeable'],
    'uncompetive': ['uncompetitive'],
    'unconcious': ['unconscious'],
    'unconciousness': ['unconsciousness'],
    'unconfortability': ['discomfort'],
    'uncontitutional': ['unconstitutional'],
    'unconvential': ['unconventional'],
    'undecideable': ['undecidable'],
    'understoon': ['understood'],
    'undesireable': ['undesirable'],
    'undetecable': ['undetectable'],
    'undoubtely': ['undoubtedly'],
    'undreground': ['underground'],
    'uneccesary': ['unnecessary'],
    'unecessary': ['unnecessary'],
    'unequalities': ['inequalities'],
    'unforetunately': ['unfortunately'],
    'unforgetable': ['unforgettable'],
    'unforgiveable': ['unforgivable'],
    'unfortunatley': ['unfortunately'],
    'unfortunatly': ['unfortunately'],
    'unfourtunately': ['unfortunately'],
    'unihabited': ['uninhabited'],
    'unilateraly': ['unilaterally'],
    'unilatreal': ['unilateral'],
    'unilatreally': ['unilaterally'],
    'uninterruped': ['uninterrupted'],
    'uninterupted': ['uninterrupted'],
    'UnitesStates': ['UnitedStates'],
    'univeral': ['universal'],
    'univeristies': ['universities'],
    'univeristy': ['university'],
    'univerity': ['university'],
    'universtiy': ['university'],
    'univesities': ['universities'],
    'univesity': ['university'],
    'unkown': ['unknown'],
    'unlikey': ['unlikely'],
    'unmanouverable': ['unmaneuverable', 'unmanoeuvrable'],
    'unmistakeably': ['unmistakably'],
    'unneccesarily': ['unnecessarily'],
    'unneccesary': ['unnecessary'],
    'unneccessarily': ['unnecessarily'],
    'unneccessary': ['unnecessary'],
    'unnecesarily': ['unnecessarily'],
    'unnecesary': ['unnecessary'],
    'unoffical': ['unofficial'],
    'unoperational': ['nonoperational'],
    'unoticeable': ['unnoticeable'],
    'unplease': ['displease'],
    'unplesant': ['unpleasant'],
    'unprecendented': ['unprecedented'],
    'unprecidented': ['unprecedented'],
    'unrepentent': ['unrepentant'],
    'unrepetant': ['unrepentant'],
    'unrepetent': ['unrepentant'],
    'unsed': ['used', 'unused', 'unsaid'],
    'unsubstanciated': ['unsubstantiated'],
    'unsuccesful': ['unsuccessful'],
    'unsuccesfully': ['unsuccessfully'],
    'unsuccessfull': ['unsuccessful'],
    'unsucesful': ['unsuccessful'],
    'unsucesfuly': ['unsuccessfully'],
    'unsucessful': ['unsuccessful'],
    'unsucessfull': ['unsuccessful'],
    'unsucessfully': ['unsuccessfully'],
    'unsuprised': ['unsurprised'],
    'unsuprising': ['unsurprising'],
    'unsuprisingly': ['unsurprisingly'],
    'unsuprized': ['unsurprised'],
    'unsuprizing': ['unsurprising'],
    'unsuprizingly': ['unsurprisingly'],
    'unsurprized': ['unsurprised'],
    'unsurprizing': ['unsurprising'],
    'unsurprizingly': ['unsurprisingly'],
    'untill': ['until'],
    'untranslateable': ['untranslatable'],
    'unuseable': ['unusable'],
    'unusuable': ['unusable'],
    'unviersity': ['university'],
    'unwarrented': ['unwarranted'],
    'unweildly': ['unwieldy'],
    'unwieldly': ['unwieldy'],
    'upcomming': ['upcoming'],
    'upgradded': ['upgraded'],
    'upto': ['up to'],
    'usally': ['usually'],
    'useage': ['usage'],
    'usefull': ['useful'],
    'usefuly': ['usefully'],
    'useing': ['using'],
    'usualy': ['usually'],
    'ususally': ['usually'],
    'vaccum': ['vacuum'],
    'vaccume': ['vacuum'],
    'vacinity': ['vicinity'],
    'vaguaries': ['vagaries'],
    'vaieties': ['varieties'],
    'vailidty': ['validity'],
    'valetta': ['valletta'],
    'valuble': ['valuable'],
    'valueable': ['valuable'],
    'varations': ['variations'],
    'varient': ['variant'],
    'variey': ['variety'],
    'varing': ['varying'],
    'varities': ['varieties'],
    'varity': ['variety'],
    'vasall': ['vassal'],
    'vasalls': ['vassals'],
    'vegatarian': ['vegetarian'],
    'vegitable': ['vegetable'],
    'vegitables': ['vegetables'],
    'vegtable': ['vegetable'],
    'vehicule': ['vehicle'],
    'vell': ['well'],
    'venemous': ['venomous'],
    'vengance': ['vengeance'],
    'vengence': ['vengeance'],
    'verfication': ['verification'],
    'verison': ['version'],
    'verisons': ['versions'],
    'vermillion': ['vermilion'],
    'versitilaty': ['versatility'],
    'versitlity': ['versatility'],
    'vetween': ['between'],
    'veyr': ['very'],
    'vigeur': ['vigueur', 'vigour', 'vigor'],
    'vigilence': ['vigilance'],
    'vigourous': ['vigorous'],
    'villian': ['villain'],
    'villification': ['vilification'],
    'villify': ['vilify'],
    'villin': ['villi', 'villain', 'villein'],
    'vincinity': ['vicinity'],
    'violentce': ['violence'],
    'virtualy': ['virtually'],
    'virutal': ['virtual'],
    'virutally': ['virtually'],
    'visable': ['visible'],
    'visably': ['visibly'],
    'visting': ['visiting'],
    'vistors': ['visitors'],
    'vitories': ['victories'],
    'volcanoe': ['volcano'],
    'voleyball': ['volleyball'],
    'volontary': ['voluntary'],
    'volonteer': ['volunteer'],
    'volonteered': ['volunteered'],
    'volonteering': ['volunteering'],
    'volonteers': ['volunteers'],
    'volounteer': ['volunteer'],
    'volounteered': ['volunteered'],
    'volounteering': ['volunteering'],
    'volounteers': ['volunteers'],
    'volumne': ['volume'],
    'vreity': ['variety'],
    'vrey': ['very'],
    'vriety': ['variety'],
    'vulnerablility': ['vulnerability'],
    'vyer': ['very'],
    'vyre': ['very'],
    'waht': ['what'],
    'wanna': ['want to'],
    'warantee': ['warranty'],
    'wardobe': ['wardrobe'],
    'warrent': ['warrant'],
    'warrriors': ['warriors'],
    'wasnt': ['wasn\'t'],
    'wass': ['was'],
    'watn': ['want'],
    'wayword': ['wayward'],
    'weaponary': ['weaponry'],
    'weas': ['was'],
    'wehn': ['when'],
    'weild': ['wield', 'wild'],
    'weilded': ['wielded'],
    'wendsay': ['Wednesday'],
    'wensday': ['Wednesday'],
    'wereabouts': ['whereabouts'],
    'wether': ['weather', 'whether'],
    'whant': ['want'],
    'whants': ['wants'],
    'whcih': ['which'],
    'wheras': ['whereas'],
    'wherease': ['whereas'],
    'whereever': ['wherever'],
    'whic': ['which'],
    'whihc': ['which'],
    'whith': ['with'],
    'whlch': ['which'],
    'whn': ['when'],
    'wholey': ['wholly'],
    'wholy': ['wholly', 'holy'],
    'whta': ['what'],
    'whther': ['whether'],
    'wich': ['which', 'witch'],
    'widesread': ['widespread'],
    'wief': ['wife'],
    'wierd': ['weird'],
    'wiew': ['view'],
    'wih': ['with'],
    'wiht': ['with'],
    'wille': ['will'],
    'willk': ['will'],
    'willingless': ['willingness'],
    'wirting': ['writing'],
    'withdrawl': ['withdrawal', 'withdraw'],
    'witheld': ['withheld'],
    'withh': ['with'],
    'withing': ['within'],
    'withold': ['withhold'],
    'witht': ['with'],
    'witn': ['with'],
    'wiull': ['will'],
    'wnat': ['want'],
    'wnated': ['wanted'],
    'wnats': ['wants'],
    'wohle': ['whole'],
    'wokr': ['work'],
    'wokring': ['working'],
    'wonderfull': ['wonderful'],
    'wordlwide': ['worldwide'],
    'workststion': ['workstation'],
    'worls': ['world'],
    'worstened': ['worsened'],
    'woudl': ['would'],
    'wresters': ['wrestlers'],
    'wriet': ['write'],
    'writen': ['written'],
    'wroet': ['wrote'],
    'wrok': ['work'],
    'wroking': ['working'],
    'wtih': ['with'],
    'wupport': ['support'],
    'xenophoby': ['xenophobia'],
    'yaching': ['yachting'],
    'yaer': ['year'],
    'yaerly': ['yearly'],
    'yaers': ['years'],
    'yatch': ['yacht'],
    'yearm': ['year'],
    'yeasr': ['years'],
    'yeild': ['yield'],
    'yeilding': ['yielding'],
    'Yementite': ['Yemenite', 'Yemeni'],
    'yera': ['year'],
    'yrea': ['year'],
    'yeras': ['years'],
    'yersa': ['years'],
    'yotube': ['youtube'],
    'youseff': ['yousef'],
    'youself': ['yourself'],
    'ytou': ['you'],
    'yuo': ['you'],
    'zeebra': ['zebra'],
  }
